{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we will explore Netflix movies and TV shows with [kotlin/dataframe](https://github.com/Kotlin/dataframe). Also, we will use [lets-plot](https://github.com/JetBrains/lets-plot-kotlin) library for data visualization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of contents\n",
    "* [**Imports**](attachment:./#Imports)\n",
    "* [**Reading and first look**](attachment:./#Reading-and-first-look)\n",
    "* [**TV Shows and Movies**](attachment:./#TV-Shows-and-Movies)\n",
    "* [**Lifetimes and Release Times**](attachment:./#Lifetimes-and-Release-Times)\n",
    "* [**Actors**](attachment:./#Actors)\n",
    "* [**Countries**](attachment:./#Countries)\n",
    "* [**Duration**](attachment:./#Duration)\n",
    "* [**Ratings**](attachment:./#Ratings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use the latest available versions of the libraries, the following line magic is responsible for this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "%useLatestDescriptors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importing dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_0\"/>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"DataFrame\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"DataFrame\"] = resQueue;\n",
       "                window[\"call_DataFrame\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/Kotlin/dataframe@d6467c1389bc031958acd5310fce39167b5cc581/src/main/resources/init.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_0\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"DataFrame\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource DataFrame';\n",
       "                        document.getElementById(\"kotlin_out_0\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "                <style>\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"]{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "                </style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%use dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importing the visualization library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"heCwp3\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "       if(!window.letsPlotCallQueue) {\n",
       "           window.letsPlotCallQueue = [];\n",
       "       }; \n",
       "       window.letsPlotCall = function(f) {\n",
       "           window.letsPlotCallQueue.push(f);\n",
       "       };\n",
       "       (function() {\n",
       "           var script = document.createElement(\"script\");\n",
       "           script.type = \"text/javascript\";\n",
       "           script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v2.4.0/js-package/distr/lets-plot.min.js\";\n",
       "           script.onload = function() {\n",
       "               window.letsPlotCall = function(f) {f();};\n",
       "               window.letsPlotCallQueue.forEach(function(f) {f();});\n",
       "               window.letsPlotCallQueue = [];\n",
       "               \n",
       "               \n",
       "           };\n",
       "           script.onerror = function(event) {\n",
       "               window.letsPlotCall = function(f) {};\n",
       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
       "               document.getElementById(\"heCwp3\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"heCwp3\");\n",
       "           e.appendChild(script);\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%use lets-plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will also work with maps, so we need the corresponding libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%use lets-plot-gt(gt=\"[23,)\")\n",
    "@file:DependsOn(\"org.geotools:gt-shapefile:[23,)\")\n",
    "@file:DependsOn(\"org.geotools:gt-cql:[23,)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And write the necessary imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import org.geotools.data.shapefile.ShapefileDataStoreFactory\n",
    "import org.geotools.data.simple.SimpleFeatureCollection\n",
    "import java.net.URL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading and first look"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get started, need to read data from csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "val raw_df = DataFrame.read(\"netflix_titles.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First look could be taken at its content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "show_id: String\n",
       "type: String\n",
       "title: String\n",
       "director: String?\n",
       "cast: String?\n",
       "country: String?\n",
       "date_added: String?\n",
       "release_year: Int\n",
       "rating: String?\n",
       "duration: String\n",
       "listed_in: String\n",
       "description: String\n"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// taking a look at types and columns\n",
    "raw_df.schema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7787 x 12"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df.size() // rowsCount x columnsCount"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410176\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 12</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s1\",\"s2\",\"s3\",\"s4\",\"s5\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"3%\",\"7:19\",\"23:59\",\"9\",\"21\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Jorge Michel Grau\",\"Gilbert Chan\",\"Shane Acker\",\"Robert Luketic\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Jo&#227;o Miguel, Bianca Comparato, Michel Gomes, Rodolfo Valente, Vaneza Oliveira, Rafael Lozano, Viviane Porto, Mel Fronckowiak, Sergio Mamberti, Zez&#233; Motta, Celso Frateschi\\\">Jo&#227;o Miguel, Bianca Comparato, Michel<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Demi&#225;n Bichir, H&#233;ctor Bonilla, Oscar Serrano, Azalia Ortiz, Octavio Michel, Carmen Beato\\\">Demi&#225;n Bichir, H&#233;ctor Bonilla, Oscar <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Tedd Chan, Stella Chung, Henley Hii, Lawrence Koh, Tommy Kuan, Josh Lai, Mark Lee, Susan Leong, Benjamin Lim\\\">Tedd Chan, Stella Chung, Henley Hii, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Elijah Wood, John C. Reilly, Jennifer Connelly, Christopher Plummer, Crispin Glover, Martin Landau, Fred Tatasciore, Alan Oppenheimer, Tom Kane\\\">Elijah Wood, John C. Reilly, Jennifer<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Jim Sturgess, Kevin Spacey, Kate Bosworth, Aaron Yoo, Liza Lapira, Jacob Pitts, Laurence Fishburne, Jack McGee, Josh Gad, Sam Golzari, Helen Carey, Jack Gilpin\\\">Jim Sturgess, Kevin Spacey, Kate Bosw<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"Brazil\",\"Mexico\",\"Singapore\",\"United States\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: String\\\">date_added</span>\", children: [], rightAlign: false, values: [\"August 14, 2020\",\"December 23, 2016\",\"December 20, 2018\",\"November 16, 2017\",\"January 1, 2020\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-MA\",\"R\",\"PG-13\",\"PG-13\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"4 Seasons\",\"93 min\",\"78 min\",\"80 min\",\"123 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, TV Dramas, TV Sci-Fi &#38; Fantasy\\\">International TV Shows, TV Dramas, TV<span class=\\\"structural\\\">...</span></span>\",\"Dramas, International Movies\",\"Horror Movies, International Movies\",\"<span class=\\\"formatted\\\" title=\\\"Action &#38; Adventure, Independent Movies, Sci-Fi &#38; Fantasy\\\">Action &#38; Adventure, Independent Movie<span class=\\\"structural\\\">...</span></span>\",\"Dramas\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"In a future where the elite inhabit an island paradise far from the crowded slums, you get one chance to join the 3% saved from squalor.\\\">In a future where the elite inhabit a<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After a devastating earthquake hits Mexico City, trapped survivors from all walks of life wait to be rescued while trying desperately to stay alive.\\\">After a devastating earthquake hits M<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When an army recruit is found dead, his fellow soldiers are forced to confront a terrifying secret that&#39;s haunting their jungle island training camp.\\\">When an army recruit is found dead, h<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"In a postapocalyptic world, rag-doll robots hide in fear from dangerous machines out to exterminate them, until a brave newcomer joins the group.\\\">In a postapocalyptic world, rag-doll <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A brilliant group of students become card-counting experts with the intent of swindling millions out of Las Vegas casinos by playing blackjack.\\\">A brilliant group of students become <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410176, rootId: 1023410176, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410176) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df.head() // return first five rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410177\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 12, columnsCount = 12</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"name: String\\\">name</span>\", children: [], rightAlign: false, values: [\"show_id\",\"type\",\"title\",\"director\",\"cast\",\"country\",\"date_added\",\"release_year\",\"rating\",\"duration\",\"listed_in\",\"description\"] }, \n",
       "{ name: \"<span title=\\\"type: Any\\\">type</span>\", children: [], rightAlign: false, values: [\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"String\",\"Int\",\"String\",\"String\",\"String\",\"String\"] }, \n",
       "{ name: \"<span title=\\\"count: Int\\\">count</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"unique: Int\\\">unique</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7787</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4050</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6832</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">682</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1566</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">73</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">15</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">216</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">492</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7769</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"nulls: Int\\\">nulls</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2389</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">718</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">507</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">10</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"top: Comparable\\\">top</span>\", children: [], rightAlign: false, values: [\"s1\",\"Movie\",\"3%\",\"Ra&#250;l Campos, Jan Suter\",\"David Attenborough\",\"United States\",\"January 1, 2020\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"TV-MA\",\"1 Season\",\"Documentaries\",\"<span class=\\\"formatted\\\" title=\\\"Multiple women report their husbands as missing but when it appears they are looking for the same man, a police officer traces their cryptic connection.\\\">Multiple women report their husbands <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"freq: Int\\\">freq</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5377</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">18</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">18</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2555</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">118</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1121</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2863</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1608</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">334</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"mean: Double?\\\">mean</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013.932580</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"std: Double?\\\">std</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">8.757395</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"min: Comparable\\\">min</span>\", children: [], rightAlign: false, values: [\"s1\",\"Movie\",\"#Alive\",\"A. L. Vijay\",\"<span class=\\\"formatted\\\" title=\\\"&#39;Najite Dede, Jude Chukwuka, Taiwo Arimoro, Odenike Odetola, Funmi Eko, Keppy Ekpenyong\\\">&#39;Najite Dede, Jude Chukwuka, Taiwo Ar<span class=\\\"structural\\\">...</span></span>\",\"Argentina\",\" April 15, 2018\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1925</span></span>\",\"G\",\"1 Season\",\"Action &#38; Adventure\",\"<span class=\\\"formatted\\\" title=\\\"&#34;Brooklyn Nine-Nine&#34; star Chelsea Peretti showcases her diverse talents in this dark yet silly reimagining of the comedy special.\\\">&#34;Brooklyn Nine-Nine&#34; star Chelsea Per<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"median: Comparable\\\">median</span>\", children: [], rightAlign: false, values: [\"s4502\",\"Movie\",\"Manglehorn\",\"Lance Bangs\",\"<span class=\\\"formatted\\\" title=\\\"Kay Kay Menon, Shiney Ahuja, Chitrangada Singh, Ram Kapoor, Saurabh Shukla, Yashpal Sharma, Jasbir Malik, Sohrab Ardeshir, Aditya Bhattacharya, Arif Zakaria\\\">Kay Kay Menon, Shiney Ahuja, Chitrang<span class=\\\"structural\\\">...</span></span>\",\"Thailand\",\"July 6, 2020\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"TV-MA\",\"148 min\",\"Documentaries, Sports Movies\",\"<span class=\\\"formatted\\\" title=\\\"In a 1950s orphanage, a young girl reveals an astonishing talent for chess and begins an unlikely journey to stardom while grappling with addiction.\\\">In a 1950s orphanage, a young girl re<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"max: Comparable\\\">max</span>\", children: [], rightAlign: false, values: [\"s999\",\"TV Show\",\"&#52572;&#44053;&#51204;&#49324; &#48120;&#45768;&#53945;&#44277;&#45824; : &#50689;&#50885;&#51032; &#53444;&#49373;\",\"&#350;enol S&#246;nmez\",\"<span class=\\\"formatted\\\" title=\\\"&#7778;&#7885;p&#7865;&#769; D&#236;r&#237;s&#249;, Wunmi Mosaku, Matt Smith, Malaika Wakoli-Abigaba\\\">&#7778;&#7885;p&#7865;&#769; D&#236;r&#237;s&#249;, Wunmi Mosaku, Matt Smit<span class=\\\"structural\\\">...</span></span>\",\"Zimbabwe\",\"September 9, 2020\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"UR\",\"99 min\",\"Thrillers\",\"<span class=\\\"formatted\\\" title=\\\"Zoe Walker leaves her quiet life behind to investigate her brother&#39;s disappearance in Ibiza, where she quickly heads down a decadent and dangerous path.\\\">Zoe Walker leaves her quiet life behi<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410177, rootId: 1023410177, totalRows: 12 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410177) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Getting general statistics and info for each columns\n",
    "raw_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data consists of Netflix TV shows and movies up to 2020. Each row contains information about one specific project and consists of:\n",
    "* `show_id` - unique show number\n",
    "* `type` - ***TV Show*** or ***Movie***\n",
    "* `title` - the name of a TV show or movie\n",
    "* `director` - director's name\n",
    "* `cast` - cast list\n",
    "* `country` - the country where the title was released\n",
    "* `date_added` - when the title was added on netflix\n",
    "* `release_year` - the year the title was released\n",
    "* `rating` - rating of the title\n",
    "* `listed_in` - in which lists/genres the title is present on netflix\n",
    "* `description` - title description"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we get started, let's process the dataframe. It can be seen that `date_added` is of type `String`, let's [convert](https://kotlin.github.io/dataframe/convert.html) it to `LocalDate` for further convenience. Kotlin DataFrame provides built-in type converters for major types. We will use `String` -> `LocalDate` conversion and specify date format [pattern](https://docs.oracle.com/javase/8/docs/api/java/time/format/DateTimeFormatter.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "kotlinx.datetime.LocalDate"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val df = raw_df.dropNulls { date_added } // remove rows where `date_added` is not specified\n",
    "        .convert { date_added }.toLocalDate(\"MMMM d, yyyy\") // convert date_added to LocalDate using date pattern \n",
    "            \n",
    "// let's look at what type of column it turned out\n",
    "df.date_added.type()             "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TV Shows and Movies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's see what more shows or films."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"vQo3Rt\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Count of TV Shows and Movies\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":900.0,\n",
       "\"height\":550.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"values\":[\"#00BCD4\",\"#009688\"]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"type\",\n",
       "\"fill\":\"type\"\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "\"..count..\":[2410.0,5377.0],\n",
       "\"type\":[\"TV Show\",\"Movie\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"vQo3Rt\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(raw_df.toMap()) +\n",
    "    geomBar() { x=\"type\"; fill=\"type\" } +\n",
    "    scaleFillManual(listOf(\"#00BCD4\", \"#009688\")) +\n",
    "    ggtitle(\"Count of TV Shows and Movies\") +\n",
    "    ggsize(900, 550)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It can be seen that the number of films on Netflix is about twice the number of TV shows. But has it always been this way? To do this, let's see if there was such a year when the number of TV Shows was more than Movies and let's see the cumulative amount for Movies and TV Shows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410178\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 14, columnsCount = 3</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"date_added: Int\\\">date_added</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2012</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2010</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"tvshows: Int\\\">tvshows</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">697</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">185</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">430</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">361</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">656</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"movies: Int\\\">movies</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1312</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">258</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1255</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">864</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1497</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">88</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">58</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">13</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">19</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\"] }, \n",
       "], id: 1023410178, rootId: 1023410178, totalRows: 14 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410178) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val df_date_count = df.convert { date_added }.with { it.year } // converting `date_added` to extract `year`\n",
    "  .groupBy { date_added } // grouping by `year` stored in `date_added`\n",
    "  .aggregate { \n",
    "      count { type == \"TV Show\" } into \"tvshows\" // counting TV Shows into column `tvshows`\n",
    "      count { type == \"Movie\" } into \"movies\" // counting Movies into column `movies`\n",
    "  }\n",
    "df_date_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's hold on and see how we can simplify this expression using more advanced operations. First of all, we can combine conversion of `date_added` into `year` and grouping using [`map`](https://kotlin.github.io/dataframe/map.html) function within [column selector](https://kotlin.github.io/dataframe/columnselectors.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "val df_date_count = df.groupBy { date_added.map { it.year } } // grouping by year added extracted from `date_added`\n",
    "  .aggregate { \n",
    "      count { type == \"TV Show\" } into \"tvshows\" // counting TV Shows into column `tvshows`\n",
    "      count { type == \"Movie\" } into \"movies\" // counting Movies into column `movies`\n",
    "  }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our [groupBy aggregation](https://kotlin.github.io/dataframe/groupby.html#aggregation) adds new columns for \"TV Show\" and \"Movie\". This is exactly what [`pivot`](https://kotlin.github.io/dataframe/pivot.html) does: generates new columns for every unique value in `type`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
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       "{ name: \"<span title=\\\"type: DataRow\\\">type</span>\", children: [1, 2], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"TV Show:     show_id    type                              title                      director                                     cast               country date_added release_year rating  duration                                listed_in                              description\\n  0      s1 TV Show                                 3%                          null Jo&#227;o Miguel, Bianca Comparato, Michel...                Brazil 2020-08-14         2020  TV-MA 4 Seasons International TV Shows, TV Dramas, TV... In a future where the elite inhabit a...\\n  1     s25 TV Show SAINT SEIYA: Knights of the Zodiac                          null Bryson Baugus, Emily Neves, Blake She...                 Japan 2020-01-23         2020  TV-14 2 Seasons     Anime Series, International TV Shows Seiya and the Knights of the Zodiac r...\\n  2     s27 TV Show                           (Un)Well                          null                                     null         United States 2020-08-12         2020  TV-MA  1 Season                               Reality TV This docuseries takes a deep dive int...\\n  3     s30 TV Show                           #blackAF                          null Kenya Barris, Rashida Jones, Iman Ben...         United States 2020-04-17         2020  TV-MA  1 Season                              TV Comedies Kenya Barris and his family navigate ...\\n  4     s52 TV Show                 100 Days My Prince                          null Doh Kyung-soo, Nam Ji-hyun, Cho Seong...           South Korea 2020-12-07         2018  TV-14  1 Season International TV Shows, Romantic TV S... Upon losing his memory, a crown princ...\\n  5     s54 TV Show                         100 Humans                          null   Zainab Johnson, Sammy Obeid, Alie Ward         United States 2020-03-13         2020  TV-14  1 Season          Docuseries, Science &#38; Nature TV One hundred hardy souls from diverse ...\\n  6     s64 TV Show                     13 Reasons Why                          null Dylan Minnette, Katherine Langford, K...         United States 2020-06-05         2020  TV-MA 4 Seasons  Crime TV Shows, TV Dramas, TV Mysteries After a teenage girl&#39;s perplexing sui...\\n  7     s86 TV Show                           21 Again                          null                             Laura Morgan        United Kingdom 2020-07-01         2019  TV-MA  1 Season             British TV Shows, Reality TV In a social experiment, a group of da...\\n  8    s112 TV Show                            44 Cats                          null Sarah Natochenny, Suzy Myers, Simona ...                 Italy 2020-10-01         2018  TV-Y7 2 Seasons                                 Kids&#39; TV Paw-esome tales abound when singing f...\\n  9    s131 TV Show                         60 Days In                          null                                     null         United States 2020-11-01         2019  TV-MA  1 Season                               Reality TV Recruited by a sheriff, volunteers in...\\n 10    s142 TV Show                             7SEEDS                          null Nao Toyama, Jun Fukuyama, Katsuyuki K...                  null 2020-03-26         2020  TV-MA 2 Seasons     Anime Series, International TV Shows Shy Natsu awakens as part of a group ...\\n 11    s196 TV Show                A Lion in the House Steven Bognar, Julia Reichert                                     null         United States 2020-11-10         2006  TV-14  1 Season                                 TV Shows Five kids and their resilient familie...\\n 12    s200 TV Show                A Love So Beautiful                          null Kim Yo-han, So Joo-yeon, Yeo Hoi-hyun...           South Korea 2020-12-28         2020  TV-PG  1 Season International TV Shows, Romantic TV S... Love is as tough as it is sweet for a...\\n 13    s214 TV Show                    A Perfect Crime                          null                                     null               Germany 2020-09-25         2020  TV-14  1 Season Crime TV Shows, Docuseries, Internati... This docuseries investigates the 1991...\\n 14    s219 TV Show                    A Queen Is Born                  Carla Barros            Gloria Groove, Alexia Twister                Brazil 2020-11-11         2020  TV-14  1 Season       International TV Shows, Reality TV Gloria Groove and Alexia Twister make...\\n 15    s242 TV Show                   A Touch of Green                          null Weber Yang, Cheryl Yang, Tien Hsin, G...                Taiwan 2020-07-01         2016  TV-MA  1 Season        International TV Shows, TV Dramas Amid the turmoil of China&#39;s civil war...\\n 16    s277 TV Show                       Abby Hatcher                   Kyran Kelly Macy Drouin, Wyatt White, Paul Sun-Hy... United States, Canada 2020-07-01         2019   TV-Y  1 Season                                 Kids&#39; TV A big-hearted girl helps her Fuzzly f...\\n 17    s290 TV Show                      Absurd Planet                          null                              Afi Ekulona         United States 2020-04-22         2020  TV-PG  1 Season Docuseries, Science &#38; Nature TV, TV C... A cast of quirky critters and Mother ...\\n 18    s323 TV Show                Afronta! Facing It!               Juliana Vicente Loo Nascimento, Ingrid Silva, Rincon ...                Brazil 2020-10-31         2017  TV-PG  1 Season       Docuseries, International TV Shows This docuseries spotlights Afro-Brazi...\\n 19    s325 TV Show                         After Life                          null Ricky Gervais, Tom Basden, Tony Way, ...        United Kingdom 2020-04-24         2020  TV-MA 2 Seasons British TV Shows, International TV Sh... Struggling to come to terms with his ...\\n...\\n\\nMovie:     show_id  type                         title                        director                                     cast                       country date_added release_year rating duration                                listed_in                              description\\n  0      s5 Movie                            21                  Robert Luketic Jim Sturgess, Kevin Spacey, Kate Bosw...                 United States 2020-01-01         2008  PG-13  123 min                                   Dramas A brilliant group of students become ...\\n  1      s7 Movie                           122                 Yasir Al Yasiri Amina Khalil, Ahmed Dawood, Tarek Lot...                         Egypt 2020-06-01         2019  TV-MA   95 min      Horror Movies, International Movies After an awful accident, a couple adm...\\n  2     s15 Movie                          3022                      John Suits Omar Epps, Kate Walsh, Miranda Cosgro...                 United States 2020-03-19         2019      R   91 min Independent Movies, Sci-Fi &#38; Fantasy,... Stranded when the Earth is suddenly d...\\n  3     s28 Movie                        #Alive                          Cho Il                 Yoo Ah-in, Park Shin-hye                   South Korea 2020-09-08         2020  TV-MA   99 min Horror Movies, International Movies, ... As a grisly virus rampages a city, a ...\\n  4     s29 Movie #AnneFrank - Parallel Stories     Sabina Fedeli, Anna Migotto              Helen Mirren, Gengher Gatti                         Italy 2020-07-01         2019  TV-14   95 min      Documentaries, International Movies Through her diary, Anne Frank&#39;s story...\\n  5     s31 Movie              #cats_the_mewvie                Michael Margolis                                     null                        Canada 2020-02-05         2020  TV-14   90 min      Documentaries, International Movies This pawesome documentary explores ho...\\n  6     s32 Movie             #FriendButMarried                   Rako Prijanto Adipati Dolken, Vanesha Prescilla, Re...                     Indonesia 2020-05-21         2018   TV-G  102 min Dramas, International Movies, Romanti... Pining for his high school crush for ...\\n  7     s33 Movie           #FriendButMarried 2                   Rako Prijanto Adipati Dolken, Mawar de Jongh, Sari ...                     Indonesia 2020-06-28         2020   TV-G  104 min Dramas, International Movies, Romanti... As Ayu and Ditto finally transition f...\\n  8     s44 Movie                       &#210;l&#242;t&#363;r&#233;                   Kenneth Gyang Beverly Osu, Sharon Ooja, Omowunmi Da...                       Nigeria 2020-10-02         2020  TV-MA  107 min             Dramas, International Movies In Lagos, a journalist goes undercove...\\n  9     s74 Movie                   18 Presents                 Francesco Amato Vittoria Puccini, Benedetta Porcaroli...                         Italy 2020-05-08         2020  TV-MA  114 min Dramas, Independent Movies, Internati... A pregnant mother with terminal cance...\\n 10     s76 Movie                           1BR                    David Marmor Nicole Brydon Bloom, Giles Matthey, T...                 United States 2020-08-23         2019  TV-MA   90 min Horror Movies, Independent Movies, Th... Seeking her independence, a young wom...\\n 11     s78 Movie              2 Alone in Paris         Ramzy Bedia, &#201;ric Judor Ramzy Bedia, &#201;ric Judor, Beno&#238;t Magim...                        France 2020-06-01         2008  TV-MA   97 min           Comedies, International Movies A bumbling Paris policeman is doggedl...\\n 12     s95 Movie                       28 Days                    Betty Thomas Sandra Bullock, Viggo Mortensen, Domi...                 United States 2020-09-30         2000  PG-13  104 min                         Comedies, Dramas After her drunken antics result in pr...\\n 13     s97 Movie                3 Days to Kill                             McG Kevin Costner, Amber Heard, Hailee St... United States, France, Serbia 2020-12-01         2014  PG-13  117 min                       Action &#38; Adventure A terminally ill secret agent accepts...\\n 14    s107 Movie                      365 Days Barbara Bia&#322;ow&#261;s, Tomasz Mandes Anna-Maria Sieklucka, Michele Morrone...                        Poland 2020-06-07         2020  TV-MA  114 min Dramas, International Movies, Romanti... A fiery executive in a spiritless rel...\\n 15    s108 Movie                    37 Seconds                          Hikari Mei Kayama, Misuzu Kanno, Shunsuke Da...                         Japan 2020-01-31         2020  TV-MA  116 min             Dramas, International Movies Trapped by society and familial oblig...\\n 16    s110 Movie                     40 Sticks                  Victor Gatonye Robert Agengo, Mwaura Bilal, Andreo K...                         Kenya 2020-11-20         2019  TV-14   93 min          International Movies, Thrillers When their prison bus crashes in a fo...\\n 17    s117 Movie                  4th Republic                     Ishaya Bako Kate Henshaw-Nuttal, Enyinna Nwigwe, ...                       Nigeria 2020-06-13         2019  TV-MA  120 min  Dramas, International Movies, Thrillers After the election-night murder of he...\\n 18    s122 Movie                50 First Dates                     Peter Segal Adam Sandler, Drew Barrymore, Rob Sch...                 United States 2020-12-01         2004  PG-13   99 min                Comedies, Romantic Movies After falling for a pretty art teache...\\n 19    s125 Movie                         5Gang                      Matei Dima Andrei Selaru, Dorian Popa, Julia Mar...                       Romania 2020-04-27         2019  TV-14   96 min           Comedies, International Movies To keep the band together, Selly trie...\\n...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [697 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Mo...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:     show_id    type                          title director                                     cast                      country date_added release_year rating  duration                                listed_in                              description\\n  0    s138 TV Show              72 Cutest Animals     null                                     null                    Australia 2016-06-01         2016  TV-PG  1 Season Docuseries, International TV Shows, S... This series examines the nature of cu...\\n  1    s141 TV Show    72 Dangerous Places to Live     null                               Mitch Ryan                    Australia 2016-06-01         2016  TV-PG  1 Season Docuseries, International TV Shows, S... Get up close and personal with avalan...\\n  2    s322 TV Show                         Africa     null                       David Attenborough               United Kingdom 2016-04-28         2013  TV-PG  1 Season British TV Shows, Docuseries, Interna... This five-part nature series chronicl...\\n  3    s361 TV Show               AJIN: Demi-Human     null Mamoru Miyano, Yoshimasa Hosoya, Jun ...                        Japan 2016-12-27         2016  TV-MA 2 Seasons     Anime Series, International TV Shows A teenager discovers that he is an Aj...\\n  4    s472 TV Show               American Odyssey     null Anna Friel, Peter Facinelli, Jake Rob...                United States 2016-04-05         2015  TV-14  1 Season                  TV Dramas, TV Thrillers An elite soldier, a corporate lawyer ...\\n  5    s631 TV Show              Autumn&#39;s Concerto     null Ady An, Vanness Wu, Ann Hsu, Chris Wu...                       Taiwan 2016-08-01         2009  TV-14  1 Season International TV Shows, Romantic TV S... After losing all memories of his past...\\n  6    s678 TV Show                   Back to 1989     null Marcus Chang, Ivy Shao, Mini Tsai, Yo...                       Taiwan 2016-12-01         2016  TV-PG  1 Season International TV Shows, Romantic TV S... A young man who&#39;s learned nothing abo...\\n  7    s769 TV Show           Battlefield Recovery     null                                     null               United Kingdom 2016-08-01         2016  TV-PG  1 Season British TV Shows, Docuseries, Reality TV A four-man team heads to Latvia and P...\\n  8    s778 TV Show                     Be with Me     null Jason Tsou, Queen Wei, River Huang, F...                       Taiwan 2016-10-01         2015  TV-PG  1 Season International TV Shows, Romantic TV S... They were the boy band to beat until ...\\n  9    s779 TV Show                    Be with You     null Bobby Dou, Peijia Huang, Nylon Chen, ...                       Taiwan 2016-10-01         2015  TV-14  1 Season International TV Shows, Romantic TV S... After reconnecting with their girlhoo...\\n 10    s792 TV Show             Beauty &#38; the Beast     null Kristin Kreuk, Jay Ryan, Max Brown, A...                       Canada 2016-09-19         2016  TV-14 4 Seasons Crime TV Shows, Romantic TV Shows, TV... A homicide detective and a veteran wh...\\n 11    s812 TV Show             Behind Enemy Lines     null                                     null                United States 2016-08-15         2001  TV-14  1 Season             British TV Shows, Docuseries After dire setbacks in 1940, Winston ...\\n 12    s863 TV Show                        Between     null Jennette McCurdy, Jesse Carere, Ryan ...                       Canada 2016-07-01         2016  TV-14 2 Seasons International TV Shows, TV Dramas, TV... After a mysterious disease kills ever...\\n 13    s900 TV Show            Big Bad Beetleborgs     null Wesley Barker, Herbie Baez, Elisabeth... United States, France, Japan 2016-01-01         1997   TV-G 2 Seasons                    Kids&#39; TV, TV Comedies When three teens free a spirit that o...\\n 14    s941 TV Show                         Bitten     null Laura Vandervoort, Greyston Holt, Gre...                       Canada 2016-05-26         2016  TV-MA 3 Seasons International TV Shows, TV Dramas, TV... Elena Michaels tries to stray from th...\\n 15   s1013 TV Show Bob Ross: Beauty Is Everywhere     null                                 Bob Ross                         null 2016-06-01         1991   TV-G  1 Season                                 TV Shows &#34;The Joy of Painting&#34; host Bob Ross b...\\n 16   s1111 TV Show                       Bromance     null Baron Chen, Megan Lai, Bii, Katie Che...                       Taiwan 2016-12-01         2015  TV-PG  1 Season International TV Shows, Romantic TV S... Ya-nuo&#39;s been raised as a boy. Now at...\\n 17   s1119 TV Show                   Brown Nation     null Rajeev Varma, Shenaz Treasury, Kapil ...                United States 2016-11-15         2016  TV-14  1 Season                              TV Comedies An Indian American man living with hi...\\n 18   s1180 TV Show                Call Me Francis     null Rodrigo de la Serna, Sergio Hern&#225;ndez...                        Italy 2016-12-16         2016  TV-14  1 Season International TV Shows, Spanish-Langu... On his path to becoming Pope Francis,...\\n 19   s1202 TV Show                       Cannabis     null Jean-Michel Correia, Yasin Houicha, P...                       France 2016-12-15         2016  TV-MA  1 Season Crime TV Shows, International TV Show... When a huge marijuana shipment falls ...\\n...\\n\\nMovie:     show_id  type                                    title                               director                                     cast                            country date_added release_year rating duration                                listed_in                              description\\n  0      s2 Movie                                     7:19                      Jorge Michel Grau Demi&#225;n Bichir, H&#233;ctor Bonilla, Oscar ...                             Mexico 2016-12-23         2016  TV-MA   93 min             Dramas, International Movies After a devastating earthquake hits M...\\n  1     s26 Movie                                 (T)ERROR Lyric R. Cabral, David Felix Sutcliffe                                     null                      United States 2016-06-30         2015     NR   84 min                            Documentaries This real-life look at FBI counterter...\\n  2     s36 Movie                                #Rucker50                  Robert McCullough Jr.                                     null                      United States 2016-12-01         2016  TV-PG   56 min             Documentaries, Sports Movies This documentary celebrates the 50th ...\\n  3     s60 Movie                          1000 Rupee Note                         Shrihari Sathe Usha Naik, Sandeep Pathak, Shrikant Y...                              India 2016-12-01         2014  TV-14   89 min             Dramas, International Movies After randomly receiving a handsome p...\\n  4     s63 Movie                               13 Cameras                         Victor Zarcoff PJ McCabe, Brianne Moncrief, Sarah Ba...                      United States 2016-08-13         2015     NR   90 min Horror Movies, Independent Movies, Th... Young parents-to-be Claire and Ryan m...\\n  5     s67 Movie                                     13TH                           Ava DuVernay                                     null                      United States 2016-10-07         2016  TV-MA  101 min                            Documentaries In this thought-provoking documentary...\\n  6    s103 Movie                      3 T&#252;rken &#38; ein Baby                            Sinan Akku&#351; Kostja Ullmann, Eko Fresh, Kida Khodr...                            Germany 2016-12-15         2015  TV-MA   93 min           Comedies, International Movies The lives of three dissatisfied broth...\\n  7    s116 Movie                              4th Man Out                         Andrew Nackman Evan Todd, Parker Young, Chord Overst...                      United States 2016-05-05         2015     NR   86 min                   Comedies, LGBTQ Movies A young mechanic comes out to his ext...\\n  8    s134 Movie                                   7 a&#241;os                             Roger Gual Paco Le&#243;n, Juana Acosta, Juan Pablo R...                              Spain 2016-10-27         2016  TV-MA   77 min             Dramas, International Movies Loyalties are tested and cruelties re...\\n  9    s163 Movie A Christmas Special: Miraculous: Tale...                          Thomas Astruc Cristina Vee, Bryce Papenbrook, Keith...         France, South Korea, Japan 2016-12-20         2016  TV-Y7   22 min                                   Movies Parisian teen Marinette transforms he...\\n 10    s170 Movie                          A Family Affair                           Tom Fassaert                             Tom Fassaert Netherlands, Denmark, South Africa 2016-10-16         2015  TV-PG  111 min      Documentaries, International Movies The filmmaker hunts for the missing p...\\n 11    s182 Movie   A Grand Night In: The Story of Aardman                          Richard Mears                            Julie Walters                     United Kingdom 2016-11-01         2015  TV-PG   59 min                            Documentaries Aardman Animations icons Wallace &#38; Gr...\\n 12    s204 Movie                            A Mighty Team                        Thomas Sorriaux G&#233;rard Depardieu, Chantal Lauby, Medi...                             France 2016-10-15         2016  TV-MA   97 min Comedies, International Movies, Sport... When a fit of anger leads to a seriou...\\n 13    s212 Movie                        A Noble Intention                           Joram L&#252;rsen Gijs Scholten van Aschat, Jacob Derwi...                        Netherlands 2016-09-01         2015  TV-MA  111 min             Dramas, International Movies In 1888 Amsterdam, a headstrong violi...\\n 14    s286 Movie                     Abominable Christmas                      Chad Van De Keere Isabella Acres, Drake Bell, Emilio Es...                      United States 2016-02-18         2012  TV-Y7   44 min       Children &#38; Family Movies, Comedies Two small abominable snowmen flee the...\\n 15    s292 Movie                                 Abzurdah                          Daniela Goggi Eugenia Su&#225;rez, Esteban Lamothe, Glor...                          Argentina 2016-08-25         2015  TV-MA   90 min             Dramas, International Movies A disenfranchised 16-year-old girl co...\\n 16    s296 Movie                       Across Grace Alley                          Ralph Macchio Ben Hyland, Marsha Mason, Karina Smir...                      United States 2016-12-01         2013  TV-PG   24 min                                   Dramas A young boy, upset by his parents&#39; di...\\n 17    s387 Movie                     Ali Wong: Baby Cobra                              Jay Karas                                 Ali Wong                      United States 2016-05-06         2016  TV-MA   60 min                          Stand-Up Comedy Ali Wong&#39;s stand up special delves in...\\n 18    s443 Movie                              Amanda Knox           Rod Blackhurst, Brian McGinn                                     null             Denmark, United States 2016-09-30         2016  TV-MA   92 min                            Documentaries She was twice convicted and acquitted...\\n 19    s562 Movie          APEX: The Story of the Hypercar               J.F. Musial, Josh Vietze                             Zachary Levi                      United States 2016-08-01         2016     NR   86 min                            Documentaries A visionary carmaker introduces his f...\\n...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [185 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Mo...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:     show_id    type                            title      director                                     cast                 country date_added release_year rating  duration                                listed_in                              description\\n  0     s12 TV Show                             1983          null Robert Wi&#281;ckiewicz, Maciej Musia&#322;, Mi...   Poland, United States 2018-11-30         2018  TV-MA  1 Season Crime TV Shows, International TV Show... In this dark alt-history thriller, a ...\\n  1     s87 TV Show     21 Sarfarosh: Saragarhi 1897          null       Luke Kenny, Mohit Raina, Mukul Dev                   India 2018-12-01         2018  TV-14  1 Season        International TV Shows, TV Dramas In one of history&#39;s greatest last sta...\\n  2     s88 TV Show                       21 Thunder          null Stephanie Bennett, Emmanuel Kabongo, ...                  Canada 2018-03-01         2017  TV-MA  1 Season Crime TV Shows, International TV Show... Players and coaches for a Montreal so...\\n  3    s135 TV Show                       7 Days Out          null                                     null           United States 2018-12-21         2018  TV-PG  1 Season                               Docuseries Witness the excitement and drama behi...\\n  4    s139 TV Show       72 Dangerous Animals: Asia          null                             Bob Brisbane               Australia 2018-08-10         2018  TV-14  1 Season Docuseries, International TV Shows, S... From fangs to claws to venomous sting...\\n  5    s198 TV Show A Little Help with Carol Burnett          null Carol Burnett, Russell Peters, Mark C...           United States 2018-05-04         2018   TV-G  1 Season Stand-Up Comedy &#38; Talk Shows, TV Come... Comedy icon Carol Burnett returns to ...\\n  6    s249 TV Show            A Very Secret Service          null Hugo Becker, Wilfred Bena&#239;che, Christ...                  France 2018-07-30         2018  TV-MA 2 Seasons      International TV Shows, TV Comedies At the height of the Cold War in 1960...\\n  7    s261 TV Show                         A.I.C.O. Kazuya Murata Haruka Shiraishi, Yusuke Kobayashi, M...                   Japan 2018-03-09         2018  TV-14  1 Season     Anime Series, International TV Shows Everything Aiko knew was a lie. Now s...\\n  8    s295 TV Show             Accidentally in Love          null Junchen Guo, Yi Ning Sun, Yi Qin Zhao...                   China 2018-10-19         2018  TV-14  1 Season International TV Shows, Romantic TV S... Rejecting the demands of her wealthy ...\\n  9    s307 TV Show            Adam Ruins Everything          null Adam Conover, Adam Lustick, Emily Axford           United States 2018-09-30         2018  TV-14  1 Season                              TV Comedies Education can be fun &#8211; and funny. Com...\\n 10    s320 TV Show                        Afflicted          null                                     null           United States 2018-08-10         2018  TV-MA  1 Season Docuseries, Reality TV, Science &#38; Nat... Baffling symptoms. Controversial diag...\\n 11    s338 TV Show                 Age of Rebellion      Peter Ho Peter Ho, Jeanine Yang, Tammy Chen, J...                  Taiwan 2018-09-01         2018  TV-MA  1 Season Crime TV Shows, International TV Show... At their high school, a group of unru...\\n 12    s339 TV Show                     Age of Tanks          null                                     null Germany, France, Russia 2018-11-10         2017  TV-PG  1 Season Docuseries, International TV Shows, S... The history of military tanks unfolds...\\n 13    s368 TV Show                         Al Hayba          null Taim Hasan, Nadine Nassib Njeim, Abdo...                 Lebanon 2018-09-15         2017  TV-14  1 Season Crime TV Shows, International TV Show... In a village by the Lebanon-Syria bor...\\n 14    s405 TV Show        All About the Washingtons          null Joseph Simmons, Justine Simmons, Kian...           United States 2018-08-10         2018  TV-PG  1 Season                              TV Comedies Hip-hop icon MC Joe Speed retires fro...\\n 15    s450 TV Show                Amazing Interiors          null                                     null          United Kingdom 2018-07-20         2018  TV-PG  1 Season British TV Shows, International TV Sh... Meet eccentric homeowners whose seemi...\\n 16    s476 TV Show                  American Vandal          null Tyler Alvarez, Griffin Gluck, Jimmy T...           United States 2018-09-14         2018  TV-MA 2 Seasons Crime TV Shows, TV Comedies, Teen TV ... A high school is rocked by an act of ...\\n 17    s479 TV Show                              AMO          null Derek Ramsay, Vince Rillon, Allen Diz...             Philippines 2018-04-09         2017  TV-MA  1 Season        International TV Shows, TV Dramas Despite the Philippine government&#39;s c...\\n 18    s534 TV Show              Anjaan: Rural Myths          null                                     null                   India 2018-12-15         2018  TV-14  1 Season International TV Shows, TV Horror, TV... Spine-chilling stories of malevolent ...\\n 19    s535 TV Show      Anjaan: Special Crimes Unit          null          Gashmeer Mahajani, Heena Parmar                   India 2018-05-01         2018  TV-14  1 Season International TV Shows, TV Horror, TV... The cases are supernatural; the polic...\\n...\\n\\nMovie:     show_id  type                                    title                   director                                     cast                            country date_added release_year rating duration                                listed_in                              description\\n  0      s3 Movie                                    23:59               Gilbert Chan Tedd Chan, Stella Chung, Henley Hii, ...                          Singapore 2018-12-20         2011      R   78 min      Horror Movies, International Movies When an army recruit is found dead, h...\\n  1     s18 Movie                                   22-Jul            Paul Greengrass Anders Danielsen Lie, Jon &#216;igarden, J...     Norway, Iceland, United States 2018-10-10         2018      R  144 min                        Dramas, Thrillers After devastating terror attacks in N...\\n  2     s20 Movie                                      &#39;89                       null       Lee Dixon, Ian Wright, Paul Merson                     United Kingdom 2018-05-16         2017  TV-PG   87 min                            Sports Movies Mixing old footage with interviews, t...\\n  3     s21 Movie                       Kuch Bheege Alfaaz                       Onir Geetanjali Thapa, Zain Khan Durrani, ...                              India 2018-09-01         2018  TV-14  110 min Dramas, Independent Movies, Internati... After accidentally connecting over th...\\n  4     s22 Movie                              Goli Soda 2               Vijay Milton Samuthirakani, Bharath Seeni, Vinoth,...                              India 2018-09-15         2018  TV-14  128 min Action &#38; Adventure, Dramas, Internati... A taxi driver, a gangster and an athl...\\n  5     s23 Movie                          Maj Rati Keteki          Santwana Bardoloi Adil Hussain, Shakil Imtiaz, Mahendra...                              India 2018-09-15         2017  TV-14  117 min             Dramas, International Movies A successful writer returns to the to...\\n  6     s24 Movie                               Mayurakshi                Atanu Ghosh Soumitra Chatterjee, Prasenjit Chatte...                              India 2018-09-15         2017  TV-14  100 min             Dramas, International Movies When a middle-aged divorcee returns t...\\n  7     s42 Movie                               &#201;g man &#254;ig        &#211;skar Th&#243;r Axelsson J&#243;hannes Haukur J&#243;hannesson, &#193;g&#250;sta E...                            Iceland 2018-03-27         2017  TV-MA  106 min      Horror Movies, International Movies Young urbanites renovating a rundown ...\\n  8     s45 Movie                                 &#198;on Flux               Karyn Kusama Charlize Theron, Marton Csokas, Jonny...                      United States 2018-02-01         2005  PG-13   93 min     Action &#38; Adventure, Sci-Fi &#38; Fantasy Aiming to hasten an uprising, the lea...\\n  9     s53 Movie                     100 Days Of Solitude                       null                                     null                              Spain 2018-07-06         2018  TV-MA   93 min      Documentaries, International Movies Spanish photographer Jos&#233; D&#237;az spends...\\n 10     s57 Movie 100 Years: One Woman&#39;s Fight for Justice              Melinda Janko                                     null                      United States 2018-03-20         2016  TV-14   75 min                            Documentaries This documentary chronicles Elouise C...\\n 11     s70 Movie                               14 Cameras Scott Hussion, Seth Fuller Neville Archambault, Amber Midthunder...                      United States 2018-10-27         2018  TV-MA   89 min                 Horror Movies, Thrillers Upping the &#8220;13 Cameras&#8221; ante, this se...\\n 12     s79 Movie                                 2 States            Abhishek Varman Alia Bhatt, Arjun Kapoor, Ronit Roy, ...                              India 2018-08-04         2014  TV-PG  143 min   Comedies, Dramas, International Movies Graduate students Krish and Ananya ho...\\n 13     s80 Movie                     20 Feet From Stardom             Morgan Neville Darlene Love, Merry Clayton, Lisa Fis...                      United States 2018-09-22         2013  PG-13   91 min          Documentaries, Music &#38; Musicals Winner of the 2014 Academy Award for ...\\n 14     s83 Movie                      2036 Origin Unknown              Hasraf Dulull Katee Sackhoff, Ray Fearon, Julie Cox...                     United Kingdom 2018-12-20         2018  TV-14   95 min                         Sci-Fi &#38; Fantasy Working with an artificial intelligen...\\n 15     s89 Movie                     2307: Winter&#39;s Dream                Joey Curtis Paul Sidhu, Arielle Holmes, Branden C...                      United States 2018-03-01         2016  TV-MA  101 min Action &#38; Adventure, Independent Movie... In the frozen tundra of a futuristic ...\\n 16     s90 Movie                         24 Hours to Live                 Brian Smrz Ethan Hawke, Xu Qing, Paul Anderson, ... South Africa, China, United States 2018-04-07         2017      R   93 min                       Action &#38; Adventure Revived by an experimental procedure,...\\n 17     s91 Movie                                 25 Kille     Simranjit Singh Hundal Guggu Gill, Yograj Singh, Sonia Mann,...                              India 2018-10-01         2016  TV-14  140 min Action &#38; Adventure, Dramas, Internati... Four brothers learn that they have in...\\n 18     s93 Movie              27, el club de los malditos             Nicanor Loreti Diego Capusotto, Sof&#237;a Gala, Daniel A...                          Argentina 2018-05-01         2018  TV-MA   82 min Action &#38; Adventure, Comedies, Interna... After a musician dies under suspiciou...\\n 19     s94 Movie                        27: Gone Too Soon          Simon Napier-Bell Janis Joplin, Jimi Hendrix, Amy Wineh...                     United Kingdom 2018-05-01         2017  TV-MA   70 min                            Documentaries Explore the circumstances surrounding...\\n...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [430 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Mo...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:     show_id    type                               title                director                                     cast                  country date_added release_year rating  duration                                listed_in                              description\\n  0      s6 TV Show                                  46             Serdar Akar Erdal Be&#351;ik&#231;io&#287;lu, Yasemin Allen, Mel...                   Turkey 2017-07-01         2016  TV-MA  1 Season International TV Shows, TV Dramas, TV... A genetics professor experiments with...\\n  1     s46 TV Show                               &#350;ubat                    null Alican Y&#252;cesoy, Melisa S&#246;zen, Musa Uz...                   Turkey 2017-01-17         2013  TV-MA  1 Season Crime TV Shows, International TV Show... An orphan subjected to tests that gav...\\n  2     s62 TV Show                    12 Years Promise                    null So-yeon Lee, Namkoong Min, Tae-im Lee...              South Korea 2017-05-22         2014  TV-14  1 Season International TV Shows, Korean TV Sho... A pregnant teen is forced by her fami...\\n  3     s81 TV Show                          20 Minutes                    null Tuba B&#252;y&#252;k&#252;st&#252;n, Ilker Aksum, B&#252;lent ...                   Turkey 2017-08-15         2013  TV-MA  1 Season Crime TV Shows, International TV Show... When his wife is convicted of murder,...\\n  4     s96 TV Show                            28 Moons                    null Jin-sung Yang, Kyu-jong Kim, Tae-hwan...              South Korea 2017-06-10         2016  TV-PG  1 Season International TV Shows, Korean TV Sho... When her fianc&#233; acts strangely upon r...\\n  5    s140 TV Show 72 Dangerous Animals: Latin America                    null                             Bob Brisbane Australia, United States 2017-12-22         2017  TV-14  1 Season Docuseries, International TV Shows, S... Powerful cats, indestructible arachni...\\n  6    s143 TV Show              9 Months That Made You                    null                         Demetri Goritsas            United States 2017-03-01         2016  TV-PG  1 Season British TV Shows, Docuseries, Science... Witness the wonders of human gestatio...\\n  7    s153 TV Show                  A Boy Name Flora A                    null Crowd Lu, Tsai Chen-nan, Lotus Wang, ...                   Taiwan 2017-09-01         2017  TV-MA  1 Season International TV Shows, TV Comedies, ... A 28-year-old layabout begins to re-e...\\n  8    s181 TV Show                         A Good Wife                    null Tien Hsin, Christopher Lee, Darren Ch...                   Taiwan 2017-01-01         2013  TV-14  1 Season International TV Shows, Romantic TV S... As her seemingly idyllic life begins ...\\n  9    s189 TV Show                   A House of Blocks                    null Eli Shi, Phoebe Lin, Chen Wan-ting, F...                   Taiwan 2017-09-01         2017  TV-PG  1 Season International TV Shows, TV Dramas, TV... Yijuan and her mentally ill sister Ka...\\n 10    s260 TV Show             A.D. Kingdom and Empire                    null Juan Pablo Di Pace, Adam Levy, Chipo ...            United States 2017-12-15         2015  TV-14  1 Season                                TV Dramas In the wake of Jesus Christ&#39;s crucifi...\\n 11    s285 TV Show                     Abnormal Summit Jung-ah Im, Seung-uk Jo Hyun-moo Jun, Si-kyung Sung, Se-yoon Yoo              South Korea 2017-08-04         2017  TV-PG 2 Seasons International TV Shows, Korean TV Sho... Led by a trio of Korean celebs, a mul...\\n 12    s334 TV Show                    Against the Tide                    null Christopher Lee, Rui En, Desmond Tan,...                Singapore 2017-07-01         2014  TV-14  1 Season Crime TV Shows, International TV Show... A detective and a psychologist invest...\\n 13    s337 TV Show                        Age of Glory                    null Debbie Goh, Aenie Wong, Frederick Lee...                     null 2017-08-14         2010  TV-MA 2 Seasons International TV Shows, Romantic TV S... Amid the thriving nightlife of 1960s ...\\n 14    s341 TV Show                        Agent Raghav                    null Sharad Kelkar, Aahana Kumra, Mahesh M...                    India 2017-04-15         2015  TV-14  1 Season Crime TV Shows, International TV Show... A mix of brilliance, erudition and sk...\\n 15    s360 TV Show                      Ajaibnya Cinta                    null                                     null                     null 2017-10-13         2015  TV-PG  1 Season        International TV Shows, TV Dramas Upon returning home from his studies ...\\n 16    s366 TV Show                       Akulah Balqis              Pali Yahya Puteri Balqis, Aeril Zafrel, Nabila H...                     null 2017-11-03         2015  TV-14  1 Season        International TV Shows, TV Dramas A little girl must enter an orphanage...\\n 17    s390 TV Show                         Alias Grace                    null Sarah Gadon, Edward Holcroft, Paul Gr...                   Canada 2017-11-03         2017  TV-MA  1 Season Crime TV Shows, International TV Show... In 19th-century Canada, a psychiatris...\\n 18    s412 TV Show                All Hail King Julien                    null Danny Jacobs, Andy Richter, Henry Win...            United States 2017-12-01         2017  TV-Y7 5 Seasons                    Kids&#39; TV, TV Comedies In this Emmy winner for Outstanding C...\\n 19    s413 TV Show        All Hail King Julien: Exiled                    null Danny Jacobs, Andy Richter, Kevin Mic...                     null 2017-05-12         2017  TV-Y7  1 Season Kids&#39; TV, TV Action &#38; Adventure, TV C... Julien&#39;s been dethroned, but loyal fr...\\n...\\n\\nMovie:     show_id  type                                    title                       director                                     cast         country date_added release_year rating duration                                listed_in                              description\\n  0      s4 Movie                                        9                    Shane Acker Elijah Wood, John C. Reilly, Jennifer...   United States 2017-11-16         2009  PG-13   80 min Action &#38; Adventure, Independent Movie... In a postapocalyptic world, rag-doll ...\\n  1     s10 Movie                                     1920                   Vikram Bhatt Rajneesh Duggal, Adah Sharma, Indrane...           India 2017-12-15         2008  TV-MA  143 min Horror Movies, International Movies, ... An architect and his wife move into a...\\n  2     s11 Movie                                     1922                   Zak Hilditch Thomas Jane, Molly Parker, Dylan Schm...   United States 2017-10-20         2017  TV-MA  103 min                        Dramas, Thrillers A farmer pens a confession admitting ...\\n  3     s34 Movie                             #realityhigh               Fernando Lebrija Nesta Cooper, Kate Walsh, John Michae...   United States 2017-09-08         2017  TV-14   99 min                                 Comedies When nerdy high schooler Dani finally...\\n  4     s41 Movie                              &#199;arsi Pazar                Muharrem G&#252;lmez Erdem Yener, Ayhan Ta&#351;, Emin Olcay, M...          Turkey 2017-03-10         2015  TV-14   97 min           Comedies, International Movies The slacker owner of a public bath ho...\\n  5     s43 Movie              &#199;ok Filim Hareketler Bunlar                   Ozan A&#231;&#305;ktan Ay&#231;a Erturan, Aydan Ta&#351;, Ay&#351;eg&#252;l Akde...          Turkey 2017-03-10         2010  TV-MA   99 min           Comedies, International Movies Vignettes of the summer holidays foll...\\n  6     s47 Movie                         1 Chance 2 Dance                     Adam Deyoe Lexi Giovagnoli, Justin Ray, Rae Latt...   United States 2017-07-01         2014  TV-PG   89 min                  Dramas, Romantic Movies When an aspiring dancer is uprooted d...\\n  7     s48 Movie                            1 Mile to You                    Leif Tilden Billy Crudup, Graham Rogers, Liana Li...   United States 2017-07-07         2017  TV-14  105 min   Dramas, Romantic Movies, Sports Movies After escaping the bus accident that ...\\n  8     s50 Movie                           10 jours en or              Nicolas Brossette Franck Dubosc, Claude Rich, Marie Kre...          France 2017-07-01         2012  TV-14   97 min   Comedies, Dramas, International Movies When a carefree bachelor is unexpecte...\\n  9     s55 Movie                               100 Meters                 Marcel Barrena Dani Rovira, Karra Elejalde, Alexandr... Portugal, Spain 2017-03-10         2016  TV-MA  109 min Dramas, International Movies, Sports ... A man who is diagnosed with multiple ...\\n 10     s68 Movie 13TH: A Conversation with Oprah Winfr...                           null              Oprah Winfrey, Ava DuVernay            null 2017-01-26         2017   null   37 min                                   Movies Oprah Winfrey sits down with director...\\n 11     s75 Movie    1898: Our Last Men in the Philippines                 Salvador Calvo Luis Tosar, Javier Guti&#233;rrez, &#193;lvaro ...           Spain 2017-06-02         2016      R  130 min             Dramas, International Movies While Spain relinquishes its last col...\\n 12     s82 Movie                       2015 Dream Concert                           null 4Minute, B1A4, BtoB, ELSIE, EXID, EXO...     South Korea 2017-04-28         2015  TV-PG  107 min   International Movies, Music &#38; Musicals The world&#39;s biggest K-pop festival ma...\\n 13     s92 Movie                                 26 Years                  Geun-hyun Cho Goo Jin, Hye-jin Han, Soo-bin Bae, Se...     South Korea 2017-10-01         2012  TV-MA  135 min  Dramas, International Movies, Thrillers Twenty-six years after the 1980 massa...\\n 14     s99 Movie                            3 Generations                    Gaby Dellal Elle Fanning, Naomi Watts, Susan Sara...   United States 2017-08-28         2015  PG-13   92 min                     Dramas, LGBTQ Movies When teenage Ray begins transitioning...\\n 15    s114 Movie                      48 Christmas Wishes Marco Deufemia, Justin G. Dyck Khiyla Aynne, Noah Dyer, Maya Franzoi...          Canada 2017-12-20         2017   TV-G   84 min       Children &#38; Family Movies, Comedies When a small town&#39;s letters to Santa ...\\n 16    s121 Movie                                   5 to 7                   Victor Levin Anton Yelchin, B&#233;r&#233;nice Marlohe, Oliv...   United States 2017-03-16         2014      R   97 min        Comedies, Dramas, Romantic Movies A young novelist&#39;s life is turned ups...\\n 17    s130 Movie                                    6-5=2                    Bharat Jain Prashantt Guptha, Gaurav Paswala, Gau...           India 2017-11-01         2014  TV-MA  103 min Horror Movies, International Movies, ... Six friends decide to undertake a gru...\\n 18    s146 Movie                             A 2nd Chance                      Clay Glen Nina Pearce, Adam Tuominen, Emily Mor...       Australia 2017-07-01         2011     PG   95 min Children &#38; Family Movies, Dramas, Spo... A gymnast lacks the confidence she ne...\\n 19    s160 Movie                       A Christmas Prince                      Alex Zamm Rose McIver, Ben Lamb, Alice Krige, H...   United States 2017-11-17         2017  TV-PG   92 min Children &#38; Family Movies, Dramas, Rom... Christmas comes early for an aspiring...\\n...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [361 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Mo...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:     show_id    type                              title             director                                     cast                 country date_added release_year rating  duration                                listed_in                              description\\n  0     s13 TV Show                               1994 Diego Enrique Osorno                                     null                  Mexico 2019-05-17         2019  TV-MA  1 Season Crime TV Shows, Docuseries, Internati... Archival video and new interviews exa...\\n  1     s17 TV Show                             Feb-09                 null Shahd El Yaseen, Shaila Sabt, Hala, H...                    null 2019-03-20         2018  TV-14  1 Season        International TV Shows, TV Dramas As a psychology professor faces Alzhe...\\n  2     s39 TV Show                &#3649;&#3612;&#3609;&#3619;&#3657;&#3634;&#3618;&#3609;&#3634;&#3618;&#3648;&#3592;&#3657;&#3634;&#3648;&#3621;&#3656;&#3627;&#3660;                 null Chutavuth Pattarakampol, Sheranut Yus...                    null 2019-03-30         2016  TV-14  1 Season International TV Shows, Romantic TV S... When two brothers fall for two sister...\\n  3     s59 TV Show                        100% Hotter                 null Daniel Palmer, Melissa Sophia, Karen ...          United Kingdom 2019-11-01         2017  TV-14  1 Season British TV Shows, International TV Sh... A stylist, a hair designer and a make...\\n  4     s65 TV Show 13 Reasons Why: Beyond the Reasons                 null Dylan Minnette, Katherine Langford, K...           United States 2019-08-23         2019  TV-MA 3 Seasons               Crime TV Shows, Docuseries Cast members, writers, producers and ...\\n  5    s109 TV Show           3Below: Tales of Arcadia                 null Tatiana Maslany, Diego Luna, Nick Off...           United States 2019-07-12         2019  TV-Y7 2 Seasons Kids&#39; TV, TV Action &#38; Adventure, TV S... After crash-landing on Earth, two roy...\\n  6    s113 TV Show                             45 rpm                 null Carlos Cuevas, Guiomar Puerta, Iv&#225;n M...                   Spain 2019-08-16         2019  TV-MA  1 Season International TV Shows, Romantic TV S... In 1960s Madrid, music producer Guill...\\n  7    s133 TV Show                          7 (Seven)          Nizar Shafi Rahman, Havish, Regina Cassandra, Nan...                   India 2019-07-30         2019  TV-14  1 Season                                 TV Shows Multiple women report their husbands ...\\n  8    s192 TV Show                   A Korean Odyssey                 null Lee Seung-gi, Cha Seung-won, Oh Yeon-...             South Korea 2019-03-05         2017  TV-MA  1 Season International TV Shows, Korean TV Sho... A self-serving mythical creature&#39;s bi...\\n  9    s199 TV Show   A Little Thing Called First Love                 null Lai Kuan-lin, Zhao Jinmai, Wang Runze...                   China 2019-10-26         2019   TV-G  1 Season International TV Shows, Romantic TV S... A shy college student with a knack fo...\\n 10    s203 TV Show                   A Man Called God                 null Song Il-gook, Han Chae-young, Kim Min...             South Korea 2019-03-12         2010  TV-14  1 Season Crime TV Shows, International TV Show... Raised in America, government agent C...\\n 11    s226 TV Show     A Series of Unfortunate Events                 null Neil Patrick Harris, Patrick Warburto...           United States 2019-01-01         2019  TV-PG 3 Seasons Kids&#39; TV, TV Action &#38; Adventure, TV C... The extraordinary Baudelaire orphans ...\\n 12    s236 TV Show     A Taiwanese Tale of Two Cities                 null Tammy Chen, James Wen, Peggy Tseng, D...                  Taiwan 2019-01-27         2018  TV-MA  1 Season        International TV Shows, TV Dramas A Taipei doctor and a San Francisco e...\\n 13    s240 TV Show              A Thousand Goodnights                 null Cindy Lien, Nicholas Teo, Yao Ai-ning...                  Taiwan 2019-06-01         2019  TV-14  1 Season        International TV Shows, TV Dramas To carry out her dad&#39;s wish and disco...\\n 14    s257 TV Show                    A Year In Space                 null                              Scott Kelly           United States 2019-11-01         2015  TV-PG  1 Season Docuseries, International TV Shows, S... Two astronauts attempt to brave a lif...\\n 15    s289 TV Show        Abstract: The Art of Design                 null Christoph Niemann, Tinker Hatfield, E...           United States 2019-09-25         2019  TV-14 2 Seasons                               Docuseries Step inside the minds of the most inn...\\n 16    s291 TV Show                              Abyss                 null Park Bo-young, Ahn Hyo-seop, Lee Sung...             South Korea 2019-05-07         2019  TV-14  1 Season Crime TV Shows, International TV Show... After meeting an untimely demise in s...\\n 17    s304 TV Show                           Ad Vitam                 null Yvan Attal, Garance Marillier, Niels ...                  France 2019-11-01         2018  TV-MA  1 Season Crime TV Shows, International TV Show... In a future where regeneration techno...\\n 18    s336 TV Show                       Age Gap Love                 null                               Fay Ripley          United Kingdom 2019-07-12         2017  TV-MA  1 Season British TV Shows, Reality TV, Romanti... Despite the social backlash and chall...\\n 19    s340 TV Show                              Agent                 null Khumbulani Kay Sibiya, Sisanda Henna,... Mauritius, South Africa 2019-12-20         2019  TV-MA  1 Season        International TV Shows, TV Dramas A former footballer tries to make it ...\\n...\\n\\nMovie:     show_id  type                               title                                 director                                     cast                     country date_added release_year rating duration                                listed_in                              description\\n  0      s8 Movie                                 187                           Kevin Reynolds Samuel L. Jackson, John Heard, Kelly ...               United States 2019-11-01         1997      R  119 min                                   Dramas After one of his high school students...\\n  1      s9 Movie                                 706                            Shravan Kumar Divya Dutta, Atul Kulkarni, Mohan Aga...                       India 2019-04-01         2019  TV-14  118 min      Horror Movies, International Movies When a doctor goes missing, his psych...\\n  2     s14 Movie                               2,215                      Nottapon Boonprakob                       Artiwara Kongmalai                    Thailand 2019-03-01         2018  TV-MA   89 min Documentaries, International Movies, ... This intimate documentary follows roc...\\n  3     s16 Movie                              Oct-01                           Kunle Afolayan Sadiq Daba, David Bailie, Kayode Olai...                     Nigeria 2019-09-01         2014  TV-14  149 min  Dramas, International Movies, Thrillers Against the backdrop of Nigeria&#39;s loo...\\n  4     s19 Movie                              15-Aug                       Swapnaneel Jayakar Rahul Pethe, Mrunmayee Deshpande, Adi...                       India 2019-03-29         2019  TV-14  124 min     Comedies, Dramas, Independent Movies On India&#39;s Independence Day, a zany m...\\n  5     s35 Movie                               #Roxy                          Michael Kennedy Jake Short, Sarah Fisher, Booboo Stew...                      Canada 2019-04-10         2018  TV-14  105 min                Comedies, Romantic Movies A teenage hacker with a huge nose hel...\\n  6     s37 Movie                             #Selfie                           Cristina Jacob Flavia Hojda, Crina Semciuc, Olimpia ...                     Romania 2019-06-01         2014  TV-MA  125 min   Comedies, Dramas, International Movies Two days before their final exams, th...\\n  7     s38 Movie                          #Selfie 69                           Cristina Jacob Maia Morgenstern, Olimpia Melinte, Cr...                     Romania 2019-06-01         2016  TV-MA  119 min   Comedies, Dramas, International Movies After a painful breakup, a trio of pa...\\n  8     s40 Movie                      &#161;Ay, mi madre!                              Frank Ariza Estefan&#237;a de los Santos, Secun de la ...                       Spain 2019-07-19         2019  TV-MA   81 min           Comedies, International Movies When her estranged mother suddenly di...\\n  9     s49 Movie                 10 Days in Sun City                                Adze Ugah Ayo Makun, Adesua Etomi, Richard Mofe...       South Africa, Nigeria 2019-10-18         2017  TV-14   87 min Comedies, International Movies, Roman... After his girlfriend wins the Miss Ni...\\n 10     s51 Movie                         10,000 B.C.                          Roland Emmerich Steven Strait, Camilla Belle, Cliff C... United States, South Africa 2019-06-01         2008  PG-13  109 min                       Action &#38; Adventure Fierce mammoth hunter D&#39;Leh sets out ...\\n 11     s56 Movie 100 Things to do Before High School                                     null Isabela Moner, Jaheem Toombs, Owen Jo...               United States 2019-11-02         2014   TV-Y   44 min                                   Movies Led by seventh-grader C.J., three stu...\\n 12     s61 Movie                        12 ROUND GUN                                Sam Upton Sam Upton, Jared Abrahamson, Mark Boo...               United States 2019-03-14         2017  TV-MA   90 min Dramas, Independent Movies, Sports Mo... Dealing with personal demons and the ...\\n 13     s66 Movie                             13 Sins                             Daniel Stamm Mark Webber, Rutina Wesley, Devon Gra...               United States 2019-01-13         2014      R   93 min                 Horror Movies, Thrillers A man agrees to appear on a game show...\\n 14     s69 Movie                           14 Blades                               Daniel Lee Donnie Yen, Zhao Wei, Wu Chun, Law Ka... Hong Kong, China, Singapore 2019-04-03         2010      R  113 min Action &#38; Adventure, International Movies In the age of the Ming Dynasty, Quing...\\n 15     s71 Movie               14 Minutes from Earth Adam Davis, Jerry Kolber, Trey Nelson...                                     null               United States 2019-02-01         2016  TV-MA   84 min                            Documentaries A Google executive boldly attempts a ...\\n 16     s72 Movie                           16 Blocks                           Richard Donner Bruce Willis, Mos Def, David Morse, J...      United States, Germany 2019-11-01         2006  PG-13  102 min                       Action &#38; Adventure Tasked with escorting a prosecution w...\\n 17     s77 Movie                       1st Summoning                             Raymond Wood Hayley Lovitt, Teddy Cole, Brook Todd...               United States 2019-07-26         2018  TV-MA   94 min        Horror Movies, Independent Movies Student filmmakers uncover occult rit...\\n 18     s84 Movie                  20th Century Women                               Mike Mills Annette Bening, Elle Fanning, Greta G...               United States 2019-06-28         2016      R  119 min               Dramas, Independent Movies In 1979, single bohemian mom Dorothea...\\n 19     s85 Movie                           21 &#38; Over                   Jon Lucas, Scott Moore Miles Teller, Skylar Astin, Justin Ch...               United States 2019-04-16         2013      R   93 min                                 Comedies Jeff&#39;s straight-and-narrow life chang...\\n...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [656 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Mo...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:     show_id    type                                    title       director                                     cast               country date_added release_year rating  duration                                listed_in                              description\\n  0    s981 TV Show                             Bling Empire           null                                     null                  null 2021-01-15         2021  TV-MA  1 Season                               Reality TV Follow LA&#39;s wildly wealthy Asian and ...\\n  1   s1223 TV Show                          Carmen Sandiego           null Gina Rodriguez, Finn Wolfhard, Abby T...         United States 2021-01-15         2021  TV-Y7 4 Seasons                   Kids&#39; TV, TV Thrillers A master thief who uses her skills fo...\\n  2   s1441 TV Show                                Cobra Kai           null Ralph Macchio, William Zabka, Xolo Ma...         United States 2021-01-01         2021  TV-14 3 Seasons         TV Action &#38; Adventure, TV Dramas Decades after the tournament that cha...\\n  3   s1781 TV Show                           Disenchantment           null Abbi Jacobson, Eric Andr&#233;, Nat Faxon,...         United States 2021-01-15         2021  TV-14 3 Seasons TV Action &#38; Adventure, TV Comedies, T... Princess duties call, but she&#39;d rathe...\\n  4   s1865 TV Show                      Dream Home Makeover           null                                     null         United States 2021-01-01         2021   TV-G 2 Seasons                               Reality TV Dreams come true for real families lo...\\n  5   s2328 TV Show                        Gabby&#39;s Dollhouse           null Laila Lockhart Kraner, Tucker Chandle...                  null 2021-01-05         2021   TV-Y  1 Season                                 Kids&#39; TV Cute cats, quirky crafts and colorful...\\n  6   s2673 TV Show            Headspace Guide to Meditation           null                          Andy Puddicombe         United States 2021-01-01         2021   TV-G  1 Season          Docuseries, Science &#38; Nature TV Headspace takes a friendly, animated ...\\n  7   s2700 TV Show                             Henry Danger           null Jace Norman, Cooper Barnes, Riele Dow...         United States 2021-01-15         2016   TV-G 3 Seasons                    Kids&#39; TV, TV Comedies A new part-time job forces Henry Hart...\\n  8   s2754 TV Show                   History of Swear Words           null                             Nicolas Cage         United States 2021-01-05         2021  TV-MA  1 Season                  Docuseries, TV Comedies Nicolas Cage hosts this proudly profa...\\n  9   s3019 TV Show      Inside the World&#8217;s Toughest Prisons           null                            Paul Connolly        United Kingdom 2021-01-08         2021  TV-MA 5 Seasons British TV Shows, Crime TV Shows, Doc... Investigative journalist Paul Connoll...\\n 10   s3148 TV Show         Jenni Rivera: Mariposa de Barrio           null Ang&#233;lica Celaya, Gabriel Porras, Rosa...         United States 2021-01-01         2017  TV-MA  1 Season     Spanish-Language TV Shows, TV Dramas This drama follows Mexican-American s...\\n 11   s3442 TV Show               Korean Pork Belly Rhapsody           null                            Paik Jong-won                  null 2021-01-04         2020   TV-G  1 Season       Docuseries, International TV Shows A love letter to pork belly &#8212; a peren...\\n 12   s3473 TV Show                      Kuroko&#39;s Basketball           null Kensho Ono, Yuki Ono, Chiwa Saito, Yo...                 Japan 2021-01-15         2013  TV-MA  1 Season Anime Series, International TV Shows,... Five middle school basketball stars w...\\n 13   s3484 TV Show                            L.A.&#8217;s Finest           null            Jessica Alba, Gabrielle Union         United States 2021-01-05         2019  TV-14  1 Season Crime TV Shows, TV Action &#38; Adventure... In this spinoff of the &#34;Bad Boys&#34; fra...\\n 14   s3545 TV Show                    Last Tango in Halifax     Juliet May Derek Jacobi, Anne Reid, Sarah Lancas...        United Kingdom 2021-01-12         2020  TV-MA 4 Seasons British TV Shows, Romantic TV Shows, ... Two widowed childhood sweethearts fal...\\n 15   s3823 TV Show                                    Lupin           null Omar Sy, Ludivine Sagnier, Clotilde H...         United States 2021-01-08         2021  TV-MA  1 Season Crime TV Shows, International TV Show... Inspired by the adventures of Ars&#232;ne ...\\n 16   s4087 TV Show       Mighty Little Bheem: Kite Festival           null Sumruddhi Shukla, Aranya Kaur, Nishka...                 India 2021-01-08         2021   TV-Y  1 Season                    Kids&#39; TV, TV Comedies With winter behind them, Bheem and hi...\\n 17   s4174 TV Show                                  Monarca           null Irene Azuela, Juan Manuel Bernal, Osv...                Mexico 2021-01-01         2021  TV-MA 2 Seasons International TV Shows, Spanish-Langu... After 20 years, Ana Mar&#237;a returns to ...\\n 18   s4391 TV Show                        Nailed It! Mexico           null                 Omar Chaparro, Anna Ruiz Mexico, United States 2021-01-05         2021  TV-PG 3 Seasons International TV Shows, Reality TV, S... The fun, fondant and hilarious cake f...\\n 19   s4469 TV Show Night Stalker: The Hunt for a Serial ... Tiller Russell                                     null                  null 2021-01-13         2021  TV-MA  1 Season               Crime TV Shows, Docuseries Beneath the sunlit glamour of 1985 LA...\\n...\\n\\nMovie:     show_id  type                                    title                      director                                     cast                               country date_added release_year rating duration                                listed_in                              description\\n  0     s58 Movie                               100% Halal                 Jastis Arimba Anisa Rahma, Ariyo Wahab, Anandito Dw...                             Indonesia 2021-01-07         2020  TV-14  101 min             Dramas, International Movies After high school, a young woman marr...\\n  1     s73 Movie                                 17 Again                   Burr Steers Zac Efron, Leslie Mann, Matthew Perry...                         United States 2021-01-01         2009  PG-13  102 min                                 Comedies Nearing a midlife crisis, thirty-some...\\n  2    s105 Movie                       30 Minutes or Less               Ruben Fleischer Jesse Eisenberg, Danny McBride, Aziz ...                         United States 2021-01-01         2011      R   83 min             Action &#38; Adventure, Comedies Two crooks planning a bank heist wind...\\n  3    s206 Movie                          A Monster Calls                   J.A. Bayona Lewis MacDougall, Sigourney Weaver, F...  United Kingdom, Spain, United States 2021-01-16         2016  PG-13  108 min                 Dramas, Sci-Fi &#38; Fantasy Overwhelmed by his mother&#8217;s illness, ...\\n  4    s367 Movie                                Al acecho           Francisco D&#39;Eufemia Rodrigo de la Serna, Belen Blanco, Wa...                                  null 2021-01-12         2019  TV-MA   81 min          International Movies, Thrillers Looking for a fresh start, a park ran...\\n  5    s494 Movie                      An Imperfect Murder                  James Toback Sienna Miller, Alec Baldwin, Charles ...                         United States 2021-01-13         2017      R   71 min                        Dramas, Thrillers Haunted by a nightmare involving her ...\\n  6    s561 Movie                                 Apaharan                   Prakash Jha Ajay Devgn, Nana Patekar, Bipasha Bas...                                 India 2021-01-08         2005  TV-14  161 min             Dramas, International Movies Raised under the condescending eye of...\\n  7    s602 Movie                          Asphalt Burning                Hallvard Br&#230;in Anders Baasmo, Kathrine Thorborg Joha...                                Norway 2021-01-02         2020  TV-14  101 min Action &#38; Adventure, Comedies, Interna... When the brakes slam on his wedding, ...\\n  8    s693 Movie                           Bad Grandpa .5                 Jeff Tremaine Johnny Knoxville, Jackson Nicoll, Gre...                         United States 2021-01-01         2014  TV-MA   87 min                                 Comedies The geriatric antics of Irving Zisman...\\n  9   s1003 Movie                              Blue Streak                  Les Mayfield Martin Lawrence, Luke Wilson, Peter G...                Germany, United States 2021-01-01         1999  PG-13   94 min             Action &#38; Adventure, Comedies A jewel thief returns to his hiding p...\\n 10   s1005 Movie                             BluffMaster!                   Rohan Sippy Abhishek Bachchan, Priyanka Chopra, R...                                 India 2021-01-08         2005  TV-14  129 min Comedies, International Movies, Roman... When his girlfriend learns the truth ...\\n 11   s1042 Movie                         Bonnie and Clyde                   Arthur Penn Warren Beatty, Faye Dunaway, Michael ...                         United States 2021-01-01         1967      R  111 min Action &#38; Adventure, Classic Movies, D... Bonnie Parker and Clyde Barrow are yo...\\n 12   s1195 Movie                        Can&#39;t Hardly Wait  Harry Elfont, Deborah Kaplan Jennifer Love Hewitt, Ethan Embry, Ch...                         United States 2021-01-01         1998  PG-13  101 min                Comedies, Romantic Movies At a wild high school graduation part...\\n 13   s1233 Movie                                  Case 39              Christian Alvart Ren&#233;e Zellweger, Jodelle Ferland, Ian...                 United States, Canada 2021-01-01         2009      R  111 min                 Horror Movies, Thrillers A na&#239;ve social worker brings a 10-yea...\\n 14   s1243 Movie                      Catch Me If You Can              Steven Spielberg Leonardo DiCaprio, Tom Hanks, Christo...                 United States, Canada 2021-01-01         2002  PG-13  141 min                                   Dramas An FBI agent makes it his mission to ...\\n 15   s1286 Movie                                 Charming                  Ross Venokur Wilmer Valderrama, Demi Lovato, Sia, ... Canada, United States, Cayman Islands 2021-01-08         2021  TV-Y7   85 min       Children &#38; Family Movies, Comedies On the eve of his 21st birthday, an a...\\n 16   s1356 Movie Chris Rock Total Blackout: The Tambor...                    Chris Rock                               Chris Rock                                  null 2021-01-12         2021  TV-MA   98 min                          Stand-Up Comedy In this extended cut of his 2018 spec...\\n 17   s1427 Movie        Cloudy with a Chance of Meatballs Phil Lord, Christopher Miller Bill Hader, Anna Faris, James Caan, A...                         United States 2021-01-01         2009     PG   90 min Children &#38; Family Movies, Comedies, S... When inventor Flint Lockwood makes cl...\\n 18   s1498 Movie                           Cool Hand Luke              Stuart Rosenberg Paul Newman, George Kennedy, J.D. Can...                         United States 2021-01-01         1967  TV-14  127 min                   Classic Movies, Dramas Luke Jackson likes to do things his o...\\n 19   s1515 Movie  Crack: Cocaine, Corruption &#38; Conspiracy                Stanley Nelson                                     null                         United States 2021-01-11         2021  TV-MA   90 min                            Documentaries A cheap, powerful drug emerges during...\\n...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [29 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Mov...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:     show_id    type                                 title            director                                     cast                           country date_added release_year   rating   duration                                listed_in                              description\\n  0    s611 TV Show                               Atelier                null Mirei Kiritani, Mao Daichi, Wakana Sa...                             Japan 2015-12-01         2015    TV-PG   1 Season        International TV Shows, TV Dramas A young &#34;fabric geek&#34; lands a job at ...\\n  1    s767 TV Show                          Battle Creek                null Josh Duhamel, Dean Winters, Aubrey Do...                     United States 2015-12-31         2015    TV-14   1 Season   Crime TV Shows, TV Comedies, TV Dramas A polished FBI agent must team up wit...\\n  2   s1598 TV Show      Danger Mouse: Classic Collection                null David Jason, Terry Scott, Edward Kels...                    United Kingdom 2015-06-15         1992     TV-Y 10 Seasons  British TV Shows, Kids&#39; TV, TV Comedies Follow the adventures of superspy Dan...\\n  3   s2436 TV Show                                  Glee                null Lea Michele, Chris Colfer, Jane Lynch...                     United States 2015-07-18         2015    TV-14  6 Seasons    TV Comedies, TV Dramas, Teen TV Shows Amid relationship woes and personal a...\\n  4   s2569 TV Show               H2O: Mermaid Adventures                null Sonja Ball, Holly Gauthier-Frankel, T... Germany, Australia, France, China 2015-07-15         2015    TV-Y7  2 Seasons                                 Kids&#39; TV Three high school friends who turn in...\\n  5   s2639 TV Show                         Hart of Dixie                null Rachel Bilson, Jaime King, Cress Will...                     United States 2015-12-15         2014    TV-PG  4 Seasons                   TV Comedies, TV Dramas Fast-talking city girl Zoe Hart winds...\\n  6   s2659 TV Show                                 Haven                null Emily Rose, Lucas Bryant, Nicholas Ca...             Canada, United States 2015-09-08         2015    TV-14  5 Seasons Classic &#38; Cult TV, TV Horror, TV Myst... Residents of Haven, Maine, are plague...\\n  7   s2698 TV Show                         Hemlock Grove            Eli Roth Famke Janssen, Landon Liboiron, Dougr...                     United States 2015-10-23         2015    TV-MA  3 Seasons    TV Horror, TV Mysteries, TV Thrillers Secrets are just a part of daily life...\\n  8   s3213 TV Show                           Johnny Test                null James Arnold Taylor, Louis Chirillo, ...             United States, Canada 2015-06-01         2013    TV-Y7  6 Seasons                                 Kids&#39; TV Crafty 11-year-old Johnny Test and hi...\\n  9   s3241 TV Show                            Julius Jr.                null Elizabeth Daily, Julie Lemieux, Athen...                     United States 2015-11-03         2014     TV-Y  2 Seasons                                 Kids&#39; TV Paul Frank&#39;s fun artwork comes to lif...\\n 10   s3629 TV Show                      Life on Location                null                       David Attenborough                     United States 2015-04-22         2009     TV-G   1 Season British TV Shows, Docuseries, Science... Members of the BBC&#39;s &#34;Life&#34; productio...\\n 11   s3839 TV Show                               Mad Men                null Jon Hamm, Elisabeth Moss, Vincent Kar...                     United States 2015-03-22         2014    TV-14  7 Seasons                                TV Dramas Set in 1960s New York City, this awar...\\n 12   s4432 TV Show          Nature&#39;s Great Events (2009)                null                       David Attenborough     United States, United Kingdom 2015-10-10         2009    TV-PG   1 Season British TV Shows, Docuseries, Science... This series looks at how seasonal cha...\\n 13   s4433 TV Show        Nature&#39;s Great Events: Diaries                null                       David Attenborough     United States, United Kingdom 2015-04-22         2009    TV-PG   1 Season British TV Shows, Docuseries, Science... Look behind the scenes of this wildli...\\n 14   s4553 TV Show                          Nurse Jackie                null Edie Falco, Merritt Wever, Paul Schul...                     United States 2015-12-31         2015    TV-MA  7 Seasons                   TV Comedies, TV Dramas A flawed but dedicated ER nurse works...\\n 15   s4590 TV Show         Oh No! It&#39;s an Alien Invasion                null Al Mukadam, Dan Chameroy, Se&#225;n Cullen...                            Canada 2015-05-31         2014 TV-Y7-FV  2 Seasons Kids&#39; TV, TV Action &#38; Adventure, TV S... Nate and his Super Wicked Extreme Eme...\\n 16   s4686 TV Show                         Oscar&#39;s Oasis                null                                     null                            France 2015-03-15         2011     TV-Y   1 Season                                 Kids&#39; TV Plucky lizard Oscar spends his time t...\\n 17   s4877 TV Show Planet Earth: The Complete Collection Alastair Fothergill                       David Attenborough                    United Kingdom 2015-04-22         2006    TV-PG   1 Season British TV Shows, Docuseries, Interna... This landmark series transports natur...\\n 18   s4929 TV Show             Power Rangers Dino Charge                null Brennan Mejia, Camille Hyde, Yoshi Su...                     United States 2015-12-02         2015    TV-Y7   1 Season                                 Kids&#39; TV In the time of dinosaurs, the ancient...\\n 19   s5202 TV Show                           Richie Rich                null Jake Brennan, Joshua Carlon, Lauren T...                     United States 2015-05-22         2015     TV-G  2 Seasons                    Kids&#39; TV, TV Comedies After turning his veggies into green ...\\n...\\n\\nMovie:     show_id  type                                    title                   director                                     cast       country date_added release_year rating duration                                listed_in                              description\\n  0    s129 Movie                                  6 Years              Hannah Fidell Taissa Farmiga, Ben Rosenfield, Linds... United States 2015-09-08         2015  TV-MA   80 min Dramas, Independent Movies, Romantic ... As a volatile young couple who have b...\\n  1    s248 Movie                  A Very Murray Christmas              Sofia Coppola Bill Murray, Miley Cyrus, George Cloo... United States 2015-12-04         2015  TV-14   57 min               Comedies, Music &#38; Musicals Bill Murray rounds up an all-star cas...\\n  2    s317 Movie                             Advantageous             Jennifer Phang Jacqueline Kim, James Urbaniak, Freya... United States 2015-06-23         2015  TV-MA   92 min Dramas, Independent Movies, Sci-Fi &#38; ... In order to keep her job at a biomedi...\\n  3    s536 Movie               Anjelah Johnson: Not Fancy                  Jay Karas                    Anjelah Johnson-Reyes United States 2015-10-02         2015  TV-14   64 min                          Stand-Up Comedy The actress, comedian and YouTube sen...\\n  4    s552 Movie   Anthony Jeselnik: Thoughts and Prayers                 Adam Dubin                         Anthony Jeselnik United States 2015-10-16         2015  TV-MA   59 min                          Stand-Up Comedy There&#39;s no subject too dark as the co...\\n  5    s649 Movie Aziz Ansari Live at Madison Square Ga...                Aziz Ansari                              Aziz Ansari United States 2015-03-06         2015  TV-MA   58 min                          Stand-Up Comedy Stand-up comedian and TV star Aziz An...\\n  6    s786 Movie                      Beasts of No Nation         Cary Joji Fukunaga Idris Elba, Abraham Attah, Kurt Egyia... United States 2015-10-16         2015  TV-MA  137 min               Dramas, Independent Movies When civil war tears his family apart...\\n  7   s1014 Movie                      Bob&#39;s Broken Sleigh               Jay Surridge Cole Howard, Bruce Greenwood, Victor ...        Canada 2015-12-17         2015   TV-G   47 min                 Children &#38; Family Movies An overly eager elf improves Santa&#39;s ...\\n  8   s1353 Movie               Chris D&#39;Elia: Incorrigible                Bill D&#39;Elia                             Chris D&#39;Elia United States 2015-04-17         2015  TV-MA   84 min                          Stand-Up Comedy Stand-up comedian Chris D&#39;Elia covers...\\n  9   s1358 Movie                        Chris Tucker Live                Phil Joanou                             Chris Tucker United States 2015-07-10         2015  TV-MA   92 min                          Stand-Up Comedy Filmed in his hometown of Atlanta, Ch...\\n 10   s1395 Movie                                   Circle Aaron Hann, Mario Miscione Julie Benz, Mercy Malick, Carter Jenk... United States 2015-10-16         2015  TV-MA   86 min Dramas, Independent Movies, Sci-Fi &#38; ... When a group of strangers is seized a...\\n 11   s1514 Movie    Cowspiracy: The Sustainability Secret  Kip Andersen, Keegan Kuhn                             Kip Andersen United States 2015-09-15         2014  TV-PG   90 min                            Documentaries Learn how factory farming is decimati...\\n 12   s1531 Movie                                    Creep              Patrick Brice              Mark Duplass, Patrick Brice United States 2015-07-14         2014      R   78 min Horror Movies, Independent Movies, Th... When a cash-strapped videographer tak...\\n 13   s1697 Movie       Demetri Martin: Live (At the Time)                  Jay Karas                           Demetri Martin United States 2015-08-14         2015  TV-MA   62 min                          Stand-Up Comedy Demetri Martin brings his off-kilter ...\\n 14   s2155 Movie                                    Fifty               Biyi Bandele Dakore Akande, Ireti Doyle, Nse Ikpe-...       Nigeria 2015-12-28         2015     NR  101 min             Dramas, International Movies In Lagos, Nigeria, four successful wo...\\n 15   s2178 Movie Fireplace 4K: Classic Crackling Firep...                George Ford                                     null          null 2015-12-21         2015   TV-G   60 min                                   Movies The first of its kind in UHD 4K, with...\\n 16   s2179 Movie Fireplace 4K: Crackling Birchwood fro...                George Ford                                     null          null 2015-12-21         2015   TV-G   60 min                                   Movies For the first time in 4K Ultra-HD, ev...\\n 17   s2821 Movie                         Hot Girls Wanted   Jill Bauer, Ronna Gradus                                     null United States 2015-05-29         2015  TV-MA   83 min                            Documentaries This 2015 Sundance Film Festival brea...\\n 18   s2947 Movie           Iliza Shlesinger: Freezing Hot                       null                         Iliza Shlesinger          null 2015-01-23         2015  TV-MA   72 min                          Stand-Up Comedy Smart and brazen comedian Iliza Shles...\\n 19   s3146 Movie Jen Kirkman: I&#39;m Gonna Die Alone (And...                Lance Bangs                              Jen Kirkman United States 2015-05-22         2015  TV-MA   78 min                          Stand-Up Comedy Jen Kirkman delivers some sharp, hila...\\n...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [30 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Mov...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:    show_id    type                        title    director                                     cast                       country date_added release_year rating  duration                                listed_in                              description\\n 0   s1090 TV Show                 Breaking Bad        null Bryan Cranston, Aaron Paul, Anna Gunn...                 United States 2013-08-02         2013  TV-MA 5 Seasons  Crime TV Shows, TV Dramas, TV Thrillers A high school chemistry teacher dying...\\n 1   s2504 TV Show                  Gossip Girl        null Blake Lively, Leighton Meester, Penn ...                 United States 2013-10-08         2012  TV-14 6 Seasons                 TV Dramas, Teen TV Shows A group of hyperprivileged Manhattan ...\\n 2   s3099 TV Show                  Jack Taylor Stuart Orme Iain Glen, Killian Scott, Nora-Jane N...        United States, Ireland 2013-03-31         2016  TV-MA  1 Season Crime TV Shows, International TV Show... Ken Bruen&#39;s bestselling crime novels ...\\n 3   s5313 TV Show Russell Peters vs. the World        null                           Russell Peters                 United States 2013-10-14         2013     NR  1 Season Docuseries, Stand-Up Comedy &#38; Talk Shows A four-part docu-series that&#39;s an exc...\\n 4   s6057 TV Show                     The 4400        null Joel Gretsch, Jacqueline McKenzie, Pa... United States, United Kingdom 2013-09-01         2007  TV-14 4 Seasons TV Dramas, TV Mysteries, TV Sci-Fi &#38; ... 4400 people who vanished over the cou...\\n\\nMovie:    show_id  type                       title                      director                                     cast       country date_added release_year rating duration                                listed_in                              description\\n 0    s221 Movie  A Russell Peters Christmas            Henry Sarwer-Foner Russell Peters, Pamela Anderson, Mich...        Canada 2013-11-01         2011     NR   44 min                          Stand-Up Comedy Inspired by the variety shows of the ...\\n 1    s650 Movie   Aziz Ansari: Buried Alive Will Lovelace, Dylan Southern                              Aziz Ansari United States 2013-11-01         2013  TV-MA   80 min                          Stand-Up Comedy &#34;Parks and Recreation&#34; star Aziz Ansa...\\n 2   s2949 Movie Iliza Shlesinger: War Paint                   Jay Chapman                         Iliza Shlesinger United States 2013-09-01         2013     NR   75 min                          Stand-Up Comedy &#34;Last Comic Standing&#34; winner Iliza Sh...\\n 3   s5315 Movie   Russell Peters: Notorious                    Dave Higby                           Russell Peters United States 2013-10-14         2013     NR   72 min                          Stand-Up Comedy Global comedy star Russell Peters lea...\\n 4   s5588 Movie           Shrek the Musical                   Jason Moore Brian d&#39;Arcy James, Daniel Breaker, S... United States 2013-12-29         2013   TV-G  130 min Children &#38; Family Movies, Comedies, M... The greatest fairy tale never told co...\\n 5   s6865 Movie              The Short Game                Josh Greenbaum Sky Sudberry, Allan Kournikova, Jed D... United States 2013-12-12         2013     PG  100 min Children &#38; Family Movies, Documentari... They are fiercely competitive athlete...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [5 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movi...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:  \\n\\nMovie:     show_id  type                                    title                      director                                     cast               country date_added release_year rating duration                                listed_in                              description\\n  0    s233 Movie               A Stoning in Fulham County                 Larry Elikann Ken Olin, Jill Eikenberry, Maureen Mu...         United States 2011-10-01         1988  TV-14   95 min                                   Dramas After reckless teens kill an Amish ch...\\n  1    s309 Movie                 Adam: His Song Continues              Robert Markowitz Daniel J. Travanti, JoBeth Williams, ...         United States 2011-10-01         1986  TV-MA   96 min                                   Dramas After their child was abducted and mu...\\n  2   s2042 Movie                            Even the Rain                 Ic&#237;ar Bolla&#237;n Luis Tosar, Gael Garc&#237;a Bernal, Juan ... Spain, Mexico, France 2011-05-17         2010  TV-MA  103 min             Dramas, International Movies While making a film about the incursi...\\n  3   s2623 Movie                             Hard Lessons               Eric Laneuville Denzel Washington, Lynn Whitfield, Ri...         United States 2011-10-01         1986  TV-14   94 min                                   Dramas This drama based on real-life events ...\\n  4   s2963 Movie              In Defense of a Married Man                 Joel Oliansky Judith Light, Michael Ontkean, Jerry ...         United States 2011-10-01         1990  TV-14   94 min                                   Dramas A lawyer&#39;s husband is having an affai...\\n  5   s3222 Movie                   Joseph: King of Dreams Rob LaDuca, Robert C. Ramirez Ben Affleck, Mark Hamill, Richard Her...         United States 2011-09-27         2000  TV-PG   75 min Children &#38; Family Movies, Dramas, Fai... With his gift of dream interpretation...\\n  6   s5042 Movie Quiet Victory: The Charlie Wedemeyer ...             Roy Campanella II Pam Dawber, Michael Nouri, Bess Meyer...         United States 2011-10-01         1988  TV-PG   93 min                    Dramas, Sports Movies When high school football coach Charl...\\n  7   s5833 Movie                           Strange Voices        Arthur Allan Seidelman Nancy McKeon, Valerie Harper, Stephen...         United States 2011-10-01         1987  TV-PG   96 min                                   Dramas When their college-age daughter sudde...\\n  8   s6846 Movie                     The Ryan White Story                 John Herzfeld Judith Light, Lukas Haas, Michael Bow...         United States 2011-10-01         1989  TV-PG   94 min                                   Dramas After contracting HIV from a tainted ...\\n  9   s7150 Movie                       Too Young the Hero                    Buzz Kulik Ricky Schroder, Jon DeVries, Debra Mo...         United States 2011-10-01         1988  TV-MA   94 min                                   Dramas Twelve-year-old Calvin manages to joi...\\n 10   s7231 Movie                     Triumph of the Heart              Richard Michaels Mario Van Peebles, Susan Ruttan, Lane...         United States 2011-10-01         1991  TV-PG   93 min                    Dramas, Sports Movies This drama tells the tale of Ricky Be...\\n 11   s7363 Movie                         Unspeakable Acts                    Linda Otto  Jill Clayburgh, Brad Davis, Sam Behrens         United States 2011-10-01         1990  TV-14   95 min                                   Dramas Laurie and Joseph are doctors who int...\\n 12   s7415 Movie                         Victim of Beauty                   Roger Young William Devane, Jeri Ryan, Michele Ab...         United States 2011-10-01         1991  TV-14   93 min                        Dramas, Thrillers A beauty pageant winner is stalked by...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [0 x 0]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:  \\n\\nMovie:    show_id  type                             title        director                                     cast               country date_added release_year rating duration                          listed_in                              description\\n 0    s819 Movie Being Elmo: A Puppeteer&#39;s Journey Constance Marks             Kevin Clash, Whoopi Goldberg         United States 2012-02-21         2011     PG   76 min                      Documentaries Whoopi Goldberg narrates Elmo creator...\\n 1   s1230 Movie                  Casa de mi Padre   Matt Piedmont Will Ferrell, Gael Garc&#237;a Bernal, Die... United States, Mexico 2012-11-14         2012      R   84 min                           Comedies Will Ferrell stars as a Spanish-speak...\\n 2   s3467 Movie            Kung Fu Panda: Holiday     Tim Johnson Jack Black, Angelina Jolie, Dustin Ho...         United States 2012-12-01         2010  TV-PG   26 min Children &#38; Family Movies, Comedies As preparations for the Winter Feast ...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [0 x 0]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:    show_id    type                title director                                     cast                                 country date_added release_year rating  duration                                listed_in                              description\\n 0   s2499 TV Show           Goosebumps     null                               R.L. Stine                                  Canada 2014-11-19         1998   TV-G 5 Seasons                   Kids&#39; TV, TV Thrillers R.L. Stine&#39;s tales take on a life of ...\\n 1   s3644 TV Show           Lilyhammer     null Steven Van Zandt, Trond Fausa, Steina...                   Norway, United States 2014-11-21         2014  TV-MA 3 Seasons   Crime TV Shows, TV Comedies, TV Dramas After testifying against the Mafia, e...\\n 2   s4812 TV Show  Pee-wee&#39;s Playhouse     null                             Paul Reubens                           United States 2014-12-18         1990  TV-PG 5 Seasons Classic &#38; Cult TV, Kids&#39; TV, TV Comedies Pee-wee Herman brings his stage show ...\\n 3   s6158 TV Show          The Borgias     null Jeremy Irons, Fran&#231;ois Arnaud, Hollid... United States, Hungary, Ireland, Canada 2014-02-01         2013  TV-MA 3 Seasons                                TV Dramas Follow the lives of the notorious Bor...\\n 4   s6630 TV Show The Magic School Bus     null Lily Tomlin, Daniel DeSanto, Erica Lu...                   Canada, United States 2014-11-19         1997   TV-Y 4 Seasons                                 Kids&#39; TV Join Ms. Frizzle as the Magic School ...\\n 5   s7521 TV Show                Weeds     null Mary-Louise Parker, Hunter Parrish, A...                           United States 2014-04-01         2012  TV-MA 8 Seasons                   TV Comedies, TV Dramas A suburban mother starts selling mari...\\n\\nMovie:     show_id  type                                    title                     director                                     cast                              country date_added release_year rating duration                                listed_in                              description\\n  0    s915 Movie   Bill Burr: I&#39;m Sorry You Feel That Way                    Jay Karas                                Bill Burr                        United States 2014-12-05         2014  TV-MA   81 min                          Stand-Up Comedy Bill Burr escapes the zombie apocalyp...\\n  1   s1027 Movie BoJack Horseman Christmas Special: Sa...                         null Will Arnett, Aaron Paul, Alison Brie,...                        United States 2014-12-19         2014  TV-MA   26 min                                   Movies It&#39;s Christmas, and BoJack wants noth...\\n  2   s1310 Movie Chelsea Handler: Uganda Be Kidding Me...                 James Yukich                          Chelsea Handler                        United States 2014-10-10         2014  TV-MA   71 min                          Stand-Up Comedy In her first Netflix stand-up comedy ...\\n  3   s1311 Movie       Chelsea Peretti: One of the Greats                  Lance Bangs                          Chelsea Peretti                        United States 2014-11-14         2014  TV-MA   75 min                          Stand-Up Comedy &#34;Brooklyn Nine-Nine&#34; star Chelsea Per...\\n  4   s1903 Movie                                   E-Team Katy Chevigny, Ross Kauffman                                     null                        United States 2014-10-24         2014  TV-MA   90 min                            Documentaries The courageous investigators of Human...\\n  5   s2295 Movie              From One Second to the Next                Werner Herzog                                     null                        United States 2014-04-15         2013  TV-14   35 min                            Documentaries Werner Herzog chronicles the devastat...\\n  6   s2387 Movie                                Get Santa            Christopher Smith Jodie Whittaker, Warwick Davis, Jim B...        United Kingdom, United States 2014-12-12         2014     PG  103 min       Children &#38; Family Movies, Comedies When Santa gets arrested for trespass...\\n  7   s3058 Movie Iron Man &#38; Captain America: Heroes Un...                    Leo Riley Adrian Pasdar, Roger Craig Smith, Fre...                        United States 2014-10-12         2014     PG   71 min Children &#38; Family Movies, Sci-Fi &#38; Fa... While battling to keep the Red Skull ...\\n  8   s3967 Movie  Marvel&#39;s Iron Man &#38; Hulk: Heroes United     Leo Riley, Eric Radomski Adrian Pasdar, Fred Tatasciore, Dee B...                        United States 2014-02-16         2013     PG   72 min     Action &#38; Adventure, Sci-Fi &#38; Fantasy When scientists join Hulk&#39;s gamma ene...\\n  9   s4148 Movie                             Mission Blue Robert Nixon, Fisher Stevens James Cameron, Michael deGruy, Sylvia...      United States, Bermuda, Ecuador 2014-08-15         2014  TV-PG   94 min                            Documentaries This documentary follows oceanographe...\\n 10   s4154 Movie                                     Mitt                Greg Whiteley                              Mitt Romney                        United States 2014-01-24         2014  TV-PG   93 min                            Documentaries The real Mitt Romney is revealed in t...\\n 11   s4334 Movie My Little Pony Equestria Girls: Rainb... Jayson Thiessen, Ishi Rudell Tara Strong, Ashleigh Ball, Andrea Li...                United States, Canada 2014-12-17         2014   TV-Y   73 min       Children &#38; Family Movies, Comedies Rainbow Dash, Applejack, Pinkie Pie, ...\\n 12   s4813 Movie   Pee-wee&#39;s Playhouse: Christmas Special      Paul Reubens, Wayne Orr Paul Reubens, Annette Funicello, Fran...                        United States 2014-12-18         1988  TV-PG   48 min                                   Movies Amid an avalanche of stars, Pee-wee s...\\n 13   s4977 Movie                         Print the Legend       Luis Lopez, Clay Tweel                                     null                        United States 2014-09-26         2014  TV-14  100 min                            Documentaries This award-winning, original document...\\n 14   s6117 Movie        The Battered Bastards of Baseball     Chapman Way, Maclain Way                 Todd Field, Kurt Russell                        United States 2014-07-11         2014  TV-MA   80 min             Documentaries, Sports Movies The colorful true story of the Portla...\\n 15   s6759 Movie                         The Pirate Fairy                 Peggy Holmes Mae Whitman, Christina Hendricks, Tom...                        United States 2014-06-15         2014      G   78 min                 Children &#38; Family Movies In this spritely tale, Tinker Bell an...\\n 16   s6899 Movie                               The Square               Jehane Noujaim Ahmed Hassan, Khalid Abdalla, Magdy A... United Kingdom, Egypt, United States 2014-01-17         2013  TV-MA  105 min      Documentaries, International Movies This Emmy-winning, street-level view ...\\n 17   s7434 Movie                                  Virunga        Orlando von Einsiedel                                     null                      United Kingdom, 2014-11-07         2014  TV-MA  100 min      Documentaries, International Movies The Oscar-nominated true story of the...\\n 18   s7681 Movie                    Wyatt Cenac: Brooklyn                  Wyatt Cenac                              Wyatt Cenac                        United States 2014-10-21         2014  TV-MA   68 min                          Stand-Up Comedy Wyatt Cenac heads to Brooklyn to shar...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [6 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movi...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:    show_id    type           title director cast       country date_added release_year rating duration                    listed_in                              description\\n 0   s1766 TV Show Dinner for Five     null null United States 2008-02-04         2007  TV-MA 1 Season Stand-Up Comedy &#38; Talk Shows In each episode, four celebrities joi...\\n\\nMovie:    show_id  type                title             director                                     cast       country date_added release_year rating duration                             listed_in                              description\\n 0   s7114 Movie To and From New York Sorin Dan Mihalcescu Barbara King, Shaana Diya, John Krisi... United States 2008-01-01         2006  TV-MA   81 min Dramas, Independent Movies, Thrillers While covering a story in New York Ci...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [1 x 12]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movi...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:  \\n\\nMovie:    show_id  type                   title     director                                     cast       country date_added release_year rating duration                    listed_in                              description\\n 0   s3249 Movie Just Another Love Story Ole Bornedal Anders W. Berthelsen, Rebecka Hemse, ...       Denmark 2009-05-05         2007  TV-MA  104 min Dramas, International Movies When he causes a car accident that le...\\n 1   s5766 Movie                Splatter    Joe Dante Corey Feldman, Tony Todd, Tara Leigh,... United States 2009-11-18         2009  TV-MA   29 min                Horror Movies After committing suicide, a washed-up...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [0 x 0]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show:  \\n\\nMovie:    show_id  type                       title   director                                     cast       country date_added release_year rating duration                  listed_in                              description\\n 0   s3841 Movie Mad Ron&#39;s Prevues from Hell Jim Monaco Nick Pawlow, Jordu Schell, Jay Kushwa... United States 2010-11-01         1987     NR   84 min Cult Movies, Horror Movies This collection cherry-picks trailers...\\n\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"dataFrameCaption\\\">DataFrame [0 x 0]</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
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       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Brazil\",\"Japan\",\"United States\",\"United States\",\"South Korea\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2020-08-14\",\"2020-01-23\",\"2020-08-12\",\"2020-04-17\",\"2020-12-07\"] }, \n",
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       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-14\",\"TV-MA\",\"TV-MA\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"4 Seasons\",\"2 Seasons\",\"1 Season\",\"1 Season\",\"1 Season\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, TV Dramas, TV Sci-Fi &#38; Fantasy\\\">International TV Shows, TV Dramas, TV<span class=\\\"structural\\\">...</span></span>\",\"Anime Series, International TV Shows\",\"Reality TV\",\"TV Comedies\",\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, Romantic TV Shows, TV Dramas\\\">International TV Shows, Romantic TV S<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"In a future where the elite inhabit an island paradise far from the crowded slums, you get one chance to join the 3% saved from squalor.\\\">In a future where the elite inhabit a<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Seiya and the Knights of the Zodiac rise again to protect the reincarnation of the goddess Athena, but a dark prophecy hangs over them all.\\\">Seiya and the Knights of the Zodiac r<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"This docuseries takes a deep dive into the lucrative wellness industry, which touts health and healing. But do the products live up to the promises?\\\">This docuseries takes a deep dive int<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Kenya Barris and his family navigate relationships, race and culture while grappling with their newfound success in this comedy series.\\\">Kenya Barris and his family navigate <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Upon losing his memory, a crown prince encounters a commoner&#8217;s life and experiences unforgettable love as the husband to Joseon&#8217;s oldest bachelorette.\\\">Upon losing his memory, a crown princ<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410180, rootId: 1023410179, totalRows: 697 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
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       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"72 Cutest Animals\",\"72 Dangerous Places to Live\",\"Africa\",\"AJIN: Demi-Human\",\"American Odyssey\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Mitch Ryan\",\"David Attenborough\",\"<span class=\\\"formatted\\\" title=\\\"Mamoru Miyano, Yoshimasa Hosoya, Jun Fukuyama, Hochu Otsuka, Daisuke Hirakawa, Takahiro Sakurai, Mikako Komatsu, Hiroyuki Kinoshita, Aya Suzaki\\\">Mamoru Miyano, Yoshimasa Hosoya, Jun <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Anna Friel, Peter Facinelli, Jake Robinson, Jim True-Frost, Treat Williams, Sadie Sink, Omar Ghazaoui, Nate Mooney, Elena Kampouris, Daniella Pineda, Adewale Akinnuoye-Agbaje\\\">Anna Friel, Peter Facinelli, Jake Rob<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Australia\",\"Australia\",\"United Kingdom\",\"Japan\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2016-06-01\",\"2016-06-01\",\"2016-04-28\",\"2016-12-27\",\"2016-04-05\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String?\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-PG\",\"TV-PG\",\"TV-PG\",\"TV-MA\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\",\"1 Season\",\"1 Season\",\"2 Seasons\",\"1 Season\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Docuseries, International TV Shows, Science &#38; Nature TV\\\">Docuseries, International TV Shows, S<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Docuseries, International TV Shows, Science &#38; Nature TV\\\">Docuseries, International TV Shows, S<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"British TV Shows, Docuseries, International TV Shows\\\">British TV Shows, Docuseries, Interna<span class=\\\"structural\\\">...</span></span>\",\"Anime Series, International TV Shows\",\"TV Dramas, TV Thrillers\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"This series examines the nature of cuteness and how adorability helps some animal species to survive and thrive in a variety of environments.\\\">This series examines the nature of cu<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Get up close and personal with avalanches, fiery volcanoes and other natural cataclysms, and learn why some choose to live in their destructive paths.\\\">Get up close and personal with avalan<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"This five-part nature series chronicles fascinating stories of survival on the African continent, home to the most diverse animal life on the planet.\\\">This five-part nature series chronicl<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A teenager discovers that he is an Ajin and flees before the authorities experiment on him. Other Ajin plan to fight back and he must choose a side.\\\">A teenager discovers that he is an Aj<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"An elite soldier, a corporate lawyer and a political activist uncover a deadly conspiracy linking terrorists to a powerful American corporation.\\\">An elite soldier, a corporate lawyer <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410181, rootId: 1023410179, totalRows: 185 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s12\",\"s87\",\"s88\",\"s135\",\"s139\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"1983\",\"21 Sarfarosh: Saragarhi 1897\",\"21 Thunder\",\"7 Days Out\",\"72 Dangerous Animals: Asia\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Robert Wi&#281;ckiewicz, Maciej Musia&#322;, Michalina Olsza&#324;ska, Andrzej Chyra, Clive Russell, Zofia Wich&#322;acz, Edyta Olsz&#243;wka, Mateusz Ko&#347;ciukiewicz, Ewa B&#322;aszczyk, Vu Le Hong, Tomasz W&#322;osok, Krzysztof Wach\\\">Robert Wi&#281;ckiewicz, Maciej Musia&#322;, Mi<span class=\\\"structural\\\">...</span></span>\",\"Luke Kenny, Mohit Raina, Mukul Dev\",\"<span class=\\\"formatted\\\" title=\\\"Stephanie Bennett, Emmanuel Kabongo, RJ Fetherstonhaugh, Andres Joseph, Kevin Claydon, Conrad Pla, Clark Backo, Ryan Pierce, Eileen Li, Susan Bain, Cristina Rosato, Jonathan Kim, Colm Feore\\\">Stephanie Bennett, Emmanuel Kabongo, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Bob Brisbane\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Poland, United States\",\"India\",\"Canada\",\"United States\",\"Australia\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2018-11-30\",\"2018-12-01\",\"2018-03-01\",\"2018-12-21\",\"2018-08-10\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String?\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-14\",\"TV-MA\",\"TV-PG\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\",\"1 Season\",\"1 Season\",\"1 Season\",\"1 Season\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Crime TV Shows, International TV Shows, TV Dramas\\\">Crime TV Shows, International TV Show<span class=\\\"structural\\\">...</span></span>\",\"International TV Shows, TV Dramas\",\"<span class=\\\"formatted\\\" title=\\\"Crime TV Shows, International TV Shows, TV Dramas\\\">Crime TV Shows, International TV Show<span class=\\\"structural\\\">...</span></span>\",\"Docuseries\",\"<span class=\\\"formatted\\\" title=\\\"Docuseries, International TV Shows, Science &#38; Nature TV\\\">Docuseries, International TV Shows, S<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"In this dark alt-history thriller, a na&#239;ve law student and a world-weary detective uncover a conspiracy that has tyrannized Poland for decades.\\\">In this dark alt-history thriller, a <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"In one of history&#39;s greatest last stands, a battalion of 21 Sikh soldiers fights to defend their outpost from attack by over 10,000 Afghans.\\\">In one of history&#39;s greatest last sta<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Players and coaches for a Montreal soccer team chase dreams of stardom while their personal lives erupt with love, fear, passion and violence.\\\">Players and coaches for a Montreal so<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Witness the excitement and drama behind the scenes in the seven days leading up to major live events in the worlds of sports, fashion, space and food.\\\">Witness the excitement and drama behi<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"From fangs to claws to venomous stings, they all wield deadly weapons. But which creature will be crowned the fiercest of all?\\\">From fangs to claws to venomous sting<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410182, rootId: 1023410179, totalRows: 430 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s6\",\"s46\",\"s62\",\"s81\",\"s96\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"46\",\"&#350;ubat\",\"12 Years Promise\",\"20 Minutes\",\"28 Moons\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Serdar Akar\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Erdal Be&#351;ik&#231;io&#287;lu, Yasemin Allen, Melis Birkan, Sayg&#305;n Soysal, Berkan &#350;al, Metin Belgin, Ay&#231;a Eren, Selin Uludo&#287;an, &#214;zay Fecht, Suna Y&#305;ld&#305;zo&#287;lu\\\">Erdal Be&#351;ik&#231;io&#287;lu, Yasemin Allen, Mel<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Alican Y&#252;cesoy, Melisa S&#246;zen, Musa Uzunlar, Serkan Ercan, &#214;zkan U&#287;ur, &#220;lk&#252; Duru, Tansu Bi&#231;er, Nadir Sar&#305;bacak, Sermet Ye&#351;il, Ayhan Kavas\\\">Alican Y&#252;cesoy, Melisa S&#246;zen, Musa Uz<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"So-yeon Lee, Namkoong Min, Tae-im Lee, So-hui Yoon, Won-keun Lee, Hyo-young Ryu\\\">So-yeon Lee, Namkoong Min, Tae-im Lee<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Tuba B&#252;y&#252;k&#252;st&#252;n, Ilker Aksum, B&#252;lent Emin Yarar, &#304;pek Bilgin, M&#252;jde Uzman, Firat &#199;elik, Ayten Uncuoglu, Cihat Tamer\\\">Tuba B&#252;y&#252;k&#252;st&#252;n, Ilker Aksum, B&#252;lent <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Jin-sung Yang, Kyu-jong Kim, Tae-hwan Kang, Geummi\\\">Jin-sung Yang, Kyu-jong Kim, Tae-hwan<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Turkey\",\"Turkey\",\"South Korea\",\"Turkey\",\"South Korea\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2017-07-01\",\"2017-01-17\",\"2017-05-22\",\"2017-08-15\",\"2017-06-10\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-MA\",\"TV-14\",\"TV-MA\",\"TV-PG\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\",\"1 Season\",\"1 Season\",\"1 Season\",\"1 Season\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, TV Dramas, TV Mysteries\\\">International TV Shows, TV Dramas, TV<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Crime TV Shows, International TV Shows, TV Dramas\\\">Crime TV Shows, International TV Show<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, Korean TV Shows, Romantic TV Shows\\\">International TV Shows, Korean TV Sho<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Crime TV Shows, International TV Shows, TV Dramas\\\">Crime TV Shows, International TV Show<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, Korean TV Shows, Romantic TV Shows\\\">International TV Shows, Korean TV Sho<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"A genetics professor experiments with a treatment for his comatose sister that blends medical and shamanic cures, but unlocks a shocking side effect.\\\">A genetics professor experiments with<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"An orphan subjected to tests that gave him superpowers is rescued and raised on Istanbul&#39;s streets, where he falls for a reporter linked to his past.\\\">An orphan subjected to tests that gav<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A pregnant teen is forced by her family to leave her boyfriend and assume a new identity in America, but 12 years later, the couple reunites in Korea.\\\">A pregnant teen is forced by her fami<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When his wife is convicted of murder, a horrified family man races to prove her innocence while a dogged investigator sets out to uncover the truth.\\\">When his wife is convicted of murder,<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When her fianc&#233; acts strangely upon receiving a mysterious invitation, a florist sets out to find out the truth behind the tiny scrap of paper.\\\">When her fianc&#233; acts strangely upon r<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410183, rootId: 1023410179, totalRows: 361 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s13\",\"s17\",\"s39\",\"s59\",\"s65\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"1994\",\"Feb-09\",\"&#3649;&#3612;&#3609;&#3619;&#3657;&#3634;&#3618;&#3609;&#3634;&#3618;&#3648;&#3592;&#3657;&#3634;&#3648;&#3621;&#3656;&#3627;&#3660;\",\"100% Hotter\",\"13 Reasons Why: Beyond the Reasons\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Diego Enrique Osorno\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Shahd El Yaseen, Shaila Sabt, Hala, Hanadi Al-Kandari, Salma Salem, Ibrahim Al-Harbi, Mahmoud Boushahri, Yousef Al Balushi, Ghorour, Abdullah Al-bloshi\\\">Shahd El Yaseen, Shaila Sabt, Hala, H<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Chutavuth Pattarakampol, Sheranut Yusananda, Nichaphat Chatchaipholrat, Thassapak Hsu\\\">Chutavuth Pattarakampol, Sheranut Yus<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Daniel Palmer, Melissa Sophia, Karen Williams, Grace Woodward\\\">Daniel Palmer, Melissa Sophia, Karen <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Dylan Minnette, Katherine Langford, Kate Walsh, Derek Luke, Alisha Boe, Justin Prentice, Brandon Flynn, Miles Heizer, Christian Navarro, Brian Yorkey, Tom McCarthy, Selena Gomez, Mandy Teefey, Jay Asher, Dr. Rona Hu, Dr. Helen Hsu, Dr. Rebecca Hedrick, Alexis Jones, Elaine Welteroth, Julia Bicknell, Dr. Christine Moutier, Nic Sheff, Carrie Goldberg, Anne Winters, Joy Gorman, Brandon Butler, Marissa Jo Cerar, Susanne Timms\\\">Dylan Minnette, Katherine Langford, K<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Mexico\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"United Kingdom\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2019-05-17\",\"2019-03-20\",\"2019-03-30\",\"2019-11-01\",\"2019-08-23\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-14\",\"TV-14\",\"TV-14\",\"TV-MA\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\",\"1 Season\",\"1 Season\",\"1 Season\",\"3 Seasons\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Crime TV Shows, Docuseries, International TV Shows\\\">Crime TV Shows, Docuseries, Internati<span class=\\\"structural\\\">...</span></span>\",\"International TV Shows, TV Dramas\",\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, Romantic TV Shows, TV Comedies\\\">International TV Shows, Romantic TV S<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"British TV Shows, International TV Shows, Reality TV\\\">British TV Shows, International TV Sh<span class=\\\"structural\\\">...</span></span>\",\"Crime TV Shows, Docuseries\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Archival video and new interviews examine Mexican politics in 1994, a year marked by the rise of the EZLN and the assassination of Luis Donaldo Colosio.\\\">Archival video and new interviews exa<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"As a psychology professor faces Alzheimer&#39;s, his daughter and her three close female friends experience romance, marriage, heartbreak and tragedy.\\\">As a psychology professor faces Alzhe<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When two brothers fall for two sisters, they quickly realize the age differences between them are too big to ignore.\\\">When two brothers fall for two sister<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A stylist, a hair designer and a makeup artist team up to give Britain&#39;s biggest fashion disasters some much-needed makeunders.\\\">A stylist, a hair designer and a make<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Cast members, writers, producers and mental health professionals discuss some of the difficult issues and themes explored in &#34;13 Reasons Why.&#34;\\\">Cast members, writers, producers and <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410184, rootId: 1023410179, totalRows: 656 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s981\",\"s1223\",\"s1441\",\"s1781\",\"s1865\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Bling Empire\",\"Carmen Sandiego\",\"Cobra Kai\",\"Disenchantment\",\"Dream Home Makeover\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Gina Rodriguez, Finn Wolfhard, Abby Trott, Michael Hawley, Michael Goldsmith, Kari Wahlgren, Sharon Muthu, Liam O&#39;Brien, Rafael Petardi, Charlet Chung\\\">Gina Rodriguez, Finn Wolfhard, Abby T<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Ralph Macchio, William Zabka, Xolo Maridue&#241;a, Martin Kove, Mary Mouser, Tanner Buchanan, Courtney Henggeler, Jacob Bertrand\\\">Ralph Macchio, William Zabka, Xolo Ma<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Abbi Jacobson, Eric Andr&#233;, Nat Faxon, John DiMaggio, Tress MacNeille, Matt Berry, David Herman, Maurice LaMarche, Lucy Montgomery, Billy West\\\">Abbi Jacobson, Eric Andr&#233;, Nat Faxon,<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"United States\",\"United States\",\"United States\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2021-01-15\",\"2021-01-15\",\"2021-01-01\",\"2021-01-15\",\"2021-01-01\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-Y7\",\"TV-14\",\"TV-14\",\"TV-G\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\",\"4 Seasons\",\"3 Seasons\",\"3 Seasons\",\"2 Seasons\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Reality TV\",\"Kids&#39; TV, TV Thrillers\",\"TV Action &#38; Adventure, TV Dramas\",\"<span class=\\\"formatted\\\" title=\\\"TV Action &#38; Adventure, TV Comedies, TV Sci-Fi &#38; Fantasy\\\">TV Action &#38; Adventure, TV Comedies, T<span class=\\\"structural\\\">...</span></span>\",\"Reality TV\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Follow LA&#39;s wildly wealthy Asian and Asian American fun seekers as they go all out with fabulous parties, glamour and drama in this reality series.\\\">Follow LA&#39;s wildly wealthy Asian and <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A master thief who uses her skills for good, Carmen Sandiego travels the world foiling V.I.L.E.&#39;s evil plans &#8211; with help from her savvy sidekicks.\\\">A master thief who uses her skills fo<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Decades after the tournament that changed their lives, the rivalry between Johnny and Daniel reignites in this sequel to the &#34;Karate Kid&#34; films.\\\">Decades after the tournament that cha<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Princess duties call, but she&#39;d rather be drinking. Free-spirited Bean exasperates the king as she wreaks havoc with her demon and elf pals.\\\">Princess duties call, but she&#39;d rathe<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Dreams come true for real families looking for the perfect home tailored to their own unique style, thanks to Shea and Syd McGee of Studio McGee.\\\">Dreams come true for real families lo<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410185, rootId: 1023410179, totalRows: 29 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s611\",\"s767\",\"s1598\",\"s2436\",\"s2569\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Atelier\",\"Battle Creek\",\"Danger Mouse: Classic Collection\",\"Glee\",\"H2O: Mermaid Adventures\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Mirei Kiritani, Mao Daichi, Wakana Sakai, Masako Chiba, Maiko, Ken Kaito, Dori Sakurada, Nicole Ishida, Mayuko Kawakita\\\">Mirei Kiritani, Mao Daichi, Wakana Sa<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Josh Duhamel, Dean Winters, Aubrey Dollar, Edward Fordham Jr., Kal Penn, Janet McTeer, Liza Lapira, Damon Herriman, Meredith Eaton\\\">Josh Duhamel, Dean Winters, Aubrey Do<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"David Jason, Terry Scott, Edward Kelsey, Brian Trueman\\\">David Jason, Terry Scott, Edward Kels<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Lea Michele, Chris Colfer, Jane Lynch, Matthew Morrison, Cory Monteith, Naya Rivera, Kevin McHale, Jenna Ushkowitz, Amber Riley, Mark Salling, Heather Morris, Harry Shum Jr., Jayma Mays, Dianna Agron\\\">Lea Michele, Chris Colfer, Jane Lynch<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Sonja Ball, Holly Gauthier-Frankel, Thor Bishopric, Angela Galuppo\\\">Sonja Ball, Holly Gauthier-Frankel, T<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Japan\",\"United States\",\"United Kingdom\",\"United States\",\"Germany, Australia, France, China\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2015-12-01\",\"2015-12-31\",\"2015-06-15\",\"2015-07-18\",\"2015-07-15\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1992</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-PG\",\"TV-14\",\"TV-Y\",\"TV-14\",\"TV-Y7\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\",\"1 Season\",\"10 Seasons\",\"6 Seasons\",\"2 Seasons\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"International TV Shows, TV Dramas\",\"Crime TV Shows, TV Comedies, TV Dramas\",\"British TV Shows, Kids&#39; TV, TV Comedies\",\"TV Comedies, TV Dramas, Teen TV Shows\",\"Kids&#39; TV\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"A young &#34;fabric geek&#34; lands a job at an upscale Japanese lingerie company &#8211; and quickly discovers she&#39;ll need help to survive.\\\">A young &#34;fabric geek&#34; lands a job at <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A polished FBI agent must team up with a cynical cop when he&#39;s dispatched to Battle Creek, Michigan, to set up an office at the local precinct.\\\">A polished FBI agent must team up wit<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Follow the adventures of superspy Danger Mouse and his bumbling sidekick, Penfold, as they jet around the world foiling their enemies&#39; evil plots.\\\">Follow the adventures of superspy Dan<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Amid relationship woes and personal attacks from a wicked cheerleading coach, a teacher fights to turn underdog glee club members into winners.\\\">Amid relationship woes and personal a<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Three high school friends who turn into mermaids whenever they touch water have undersea adventures while keeping their new life a secret.\\\">Three high school friends who turn in<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410186, rootId: 1023410179, totalRows: 30 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s1090\",\"s2504\",\"s3099\",\"s5313\",\"s6057\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Breaking Bad\",\"Gossip Girl\",\"Jack Taylor\",\"Russell Peters vs. the World\",\"The 4400\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Stuart Orme\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Bryan Cranston, Aaron Paul, Anna Gunn, Dean Norris, Betsy Brandt, R.J. Mitte, Bob Odenkirk, Steven Michael Quezada, Jonathan Banks, Giancarlo Esposito\\\">Bryan Cranston, Aaron Paul, Anna Gunn<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Blake Lively, Leighton Meester, Penn Badgley, Chace Crawford, Ed Westwick, Kelly Rutherford, Matthew Settle, Taylor Momsen, Jessica Szohr, Zuzanna Szadkowski, Connor Paolo\\\">Blake Lively, Leighton Meester, Penn <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Iain Glen, Killian Scott, Nora-Jane Noone, Tara Breathnach, Frank O&#39;Sullivan\\\">Iain Glen, Killian Scott, Nora-Jane N<span class=\\\"structural\\\">...</span></span>\",\"Russell Peters\",\"<span class=\\\"formatted\\\" title=\\\"Joel Gretsch, Jacqueline McKenzie, Patrick John Flueger, Conchita Campbell, Chad Faust, Richard Kahan, Mahershala Ali, Billy Campbell\\\">Joel Gretsch, Jacqueline McKenzie, Pa<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"United States\",\"United States, Ireland\",\"United States\",\"United States, United Kingdom\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2013-08-02\",\"2013-10-08\",\"2013-03-31\",\"2013-10-14\",\"2013-09-01\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2012</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2007</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-14\",\"TV-MA\",\"NR\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"5 Seasons\",\"6 Seasons\",\"1 Season\",\"1 Season\",\"4 Seasons\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Crime TV Shows, TV Dramas, TV Thrillers\",\"TV Dramas, Teen TV Shows\",\"<span class=\\\"formatted\\\" title=\\\"Crime TV Shows, International TV Shows, TV Dramas\\\">Crime TV Shows, International TV Show<span class=\\\"structural\\\">...</span></span>\",\"Docuseries, Stand-Up Comedy &#38; Talk Shows\",\"<span class=\\\"formatted\\\" title=\\\"TV Dramas, TV Mysteries, TV Sci-Fi &#38; Fantasy\\\">TV Dramas, TV Mysteries, TV Sci-Fi &#38; <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"A high school chemistry teacher dying of cancer teams with a former student to secure his family&#39;s future by manufacturing and selling crystal meth.\\\">A high school chemistry teacher dying<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A group of hyperprivileged Manhattan private-school kids seem to get away with everything. Except an anonymous blogger is watching their every move.\\\">A group of hyperprivileged Manhattan <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Ken Bruen&#39;s bestselling crime novels leap to life in this series of TV movies featuring Irish cop-turned-private-investigator Jack Taylor.\\\">Ken Bruen&#39;s bestselling crime novels <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A four-part docu-series that&#39;s an exclusive, backstage pass to global comedy superstar Russell Peters&#39; record-breaking &#34;Notorious&#34; world tour.\\\">A four-part docu-series that&#39;s an exc<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"4400 people who vanished over the course of five decades suddenly reappear. None have aged, and slowly it&#39;s revealed that they have mysterious powers.\\\">4400 people who vanished over the cou<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410187, rootId: 1023410179, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s2499\",\"s3644\",\"s4812\",\"s6158\",\"s6630\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Goosebumps\",\"Lilyhammer\",\"Pee-wee&#39;s Playhouse\",\"The Borgias\",\"The Magic School Bus\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"R.L. Stine\",\"<span class=\\\"formatted\\\" title=\\\"Steven Van Zandt, Trond Fausa, Steinar Sagen, Robert Skj&#230;rstad, Tommy Karlsen, Fridtjov S&#229;heim, Marian Saastad Ottesen\\\">Steven Van Zandt, Trond Fausa, Steina<span class=\\\"structural\\\">...</span></span>\",\"Paul Reubens\",\"<span class=\\\"formatted\\\" title=\\\"Jeremy Irons, Fran&#231;ois Arnaud, Holliday Grainger, Peter Sullivan, Sean Harris, Joanne Whalley, Lotte Verbeek, Colm Feore, Vernon Dobtcheff, David Oakes\\\">Jeremy Irons, Fran&#231;ois Arnaud, Hollid<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Lily Tomlin, Daniel DeSanto, Erica Luttrell, Maia Filar, Lisa Yamanaka, Tara Meyer, Stuart Stone, Malcolm-Jamal Warner, Danny Tamberelli\\\">Lily Tomlin, Daniel DeSanto, Erica Lu<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"Canada\",\"Norway, United States\",\"United States\",\"United States, Hungary, Ireland, Canada\",\"Canada, United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2014-11-19\",\"2014-11-21\",\"2014-12-18\",\"2014-02-01\",\"2014-11-19\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1998</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1990</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1997</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-G\",\"TV-MA\",\"TV-PG\",\"TV-MA\",\"TV-Y\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"5 Seasons\",\"3 Seasons\",\"5 Seasons\",\"3 Seasons\",\"4 Seasons\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Kids&#39; TV, TV Thrillers\",\"Crime TV Shows, TV Comedies, TV Dramas\",\"Classic &#38; Cult TV, Kids&#39; TV, TV Comedies\",\"TV Dramas\",\"Kids&#39; TV\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"R.L. Stine&#39;s tales take on a life of their own in a series that combines original stories with adaptations drawn from the popular books.\\\">R.L. Stine&#39;s tales take on a life of <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After testifying against the Mafia, ex-gangster Frank Tagliano enters witness protection and asks to be sent to Norway.\\\">After testifying against the Mafia, e<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Pee-wee Herman brings his stage show to the masses with this innovative live-action kids series that invites viewers into his quirky, childlike world.\\\">Pee-wee Herman brings his stage show <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Follow the lives of the notorious Borgia family, a clan headed by plotting patriarch Rodrigo and his beautiful but treacherous daughter, Lucrezia.\\\">Follow the lives of the notorious Bor<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Join Ms. Frizzle as the Magic School Bus travels to outer space, under the sea, through an anthill &#8211; and even inside the human body!\\\">Join Ms. Frizzle as the Magic School <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410188, rootId: 1023410179, totalRows: 6 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s1766\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Dinner for Five\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2008-02-04\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2007</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Stand-Up Comedy &#38; Talk Shows\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"In each episode, four celebrities join host Jon Favreau for dinner and share revealing stories about both show business and their personal lives.\\\">In each episode, four celebrities joi<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410189, rootId: 1023410179, totalRows: 1 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s5\",\"s7\",\"s15\",\"s28\",\"s29\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"21\",\"122\",\"3022\",\"#Alive\",\"#AnneFrank - Parallel Stories\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Robert Luketic\",\"Yasir Al Yasiri\",\"John Suits\",\"Cho Il\",\"Sabina Fedeli, Anna Migotto\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Jim Sturgess, Kevin Spacey, Kate Bosworth, Aaron Yoo, Liza Lapira, Jacob Pitts, Laurence Fishburne, Jack McGee, Josh Gad, Sam Golzari, Helen Carey, Jack Gilpin\\\">Jim Sturgess, Kevin Spacey, Kate Bosw<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Amina Khalil, Ahmed Dawood, Tarek Lotfy, Ahmed El Fishawy, Mahmoud Hijazi, Jihane Khalil, Asmaa Galal, Tara Emad\\\">Amina Khalil, Ahmed Dawood, Tarek Lot<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Omar Epps, Kate Walsh, Miranda Cosgrove, Angus Macfadyen, Jorja Fox, Enver Gjokaj, Haaz Sleiman\\\">Omar Epps, Kate Walsh, Miranda Cosgro<span class=\\\"structural\\\">...</span></span>\",\"Yoo Ah-in, Park Shin-hye\",\"Helen Mirren, Gengher Gatti\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"Egypt\",\"United States\",\"South Korea\",\"Italy\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2020-01-01\",\"2020-06-01\",\"2020-03-19\",\"2020-09-08\",\"2020-07-01\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"PG-13\",\"TV-MA\",\"R\",\"TV-MA\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"123 min\",\"95 min\",\"91 min\",\"99 min\",\"95 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Dramas\",\"Horror Movies, International Movies\",\"<span class=\\\"formatted\\\" title=\\\"Independent Movies, Sci-Fi &#38; Fantasy, Thrillers\\\">Independent Movies, Sci-Fi &#38; Fantasy,<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Horror Movies, International Movies, Thrillers\\\">Horror Movies, International Movies, <span class=\\\"structural\\\">...</span></span>\",\"Documentaries, International Movies\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"A brilliant group of students become card-counting experts with the intent of swindling millions out of Las Vegas casinos by playing blackjack.\\\">A brilliant group of students become <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After an awful accident, a couple admitted to a grisly hospital are separated and must find each other to escape &#8212; before death finds them.\\\">After an awful accident, a couple adm<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Stranded when the Earth is suddenly destroyed in a mysterious cataclysm, the astronauts aboard a marooned space station slowly lose their minds.\\\">Stranded when the Earth is suddenly d<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"As a grisly virus rampages a city, a lone man stays locked inside his apartment, digitally cut off from seeking help and desperate to find a way out.\\\">As a grisly virus rampages a city, a <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Through her diary, Anne Frank&#39;s story is retold alongside those of five Holocaust survivors in this poignant documentary from Oscar winner Helen Mirren.\\\">Through her diary, Anne Frank&#39;s story<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410190, rootId: 1023410179, totalRows: 1312 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s2\",\"s26\",\"s36\",\"s60\",\"s63\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"7:19\",\"(T)ERROR\",\"#Rucker50\",\"1000 Rupee Note\",\"13 Cameras\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Jorge Michel Grau\",\"Lyric R. Cabral, David Felix Sutcliffe\",\"Robert McCullough Jr.\",\"Shrihari Sathe\",\"Victor Zarcoff\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Demi&#225;n Bichir, H&#233;ctor Bonilla, Oscar Serrano, Azalia Ortiz, Octavio Michel, Carmen Beato\\\">Demi&#225;n Bichir, H&#233;ctor Bonilla, Oscar <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Usha Naik, Sandeep Pathak, Shrikant Yadav, Ganesh Yadav, Pooja Nayak, Devendra Gaikwad\\\">Usha Naik, Sandeep Pathak, Shrikant Y<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"PJ McCabe, Brianne Moncrief, Sarah Baldwin, Jim Cummings, Heidi Niedermeyer, Neville Archambault\\\">PJ McCabe, Brianne Moncrief, Sarah Ba<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Mexico\",\"United States\",\"United States\",\"India\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2016-12-23\",\"2016-06-30\",\"2016-12-01\",\"2016-12-01\",\"2016-08-13\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String?\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"NR\",\"TV-PG\",\"TV-14\",\"NR\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"93 min\",\"84 min\",\"56 min\",\"89 min\",\"90 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Dramas, International Movies\",\"Documentaries\",\"Documentaries, Sports Movies\",\"Dramas, International Movies\",\"<span class=\\\"formatted\\\" title=\\\"Horror Movies, Independent Movies, Thrillers\\\">Horror Movies, Independent Movies, Th<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"After a devastating earthquake hits Mexico City, trapped survivors from all walks of life wait to be rescued while trying desperately to stay alive.\\\">After a devastating earthquake hits M<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"This real-life look at FBI counterterrorism operations features access to both sides of a sting: the government informant and the radicalized target.\\\">This real-life look at FBI counterter<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"This documentary celebrates the 50th anniversary of the Harlem sports program that has inspired countless city kids to become pro basketball players.\\\">This documentary celebrates the 50th <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After randomly receiving a handsome political bribe, a sweet, poor elderly woman decides to treat herself a shopping spree, which doesn&#39;t go smoothly.\\\">After randomly receiving a handsome p<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Young parents-to-be Claire and Ryan move into a suburban rental home, unaware that someone is secretly watching their every move via hidden cameras.\\\">Young parents-to-be Claire and Ryan m<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410191, rootId: 1023410179, totalRows: 258 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s3\",\"s18\",\"s20\",\"s21\",\"s22\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"23:59\",\"22-Jul\",\"&#39;89\",\"Kuch Bheege Alfaaz\",\"Goli Soda 2\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Gilbert Chan\",\"Paul Greengrass\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Onir\",\"Vijay Milton\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Tedd Chan, Stella Chung, Henley Hii, Lawrence Koh, Tommy Kuan, Josh Lai, Mark Lee, Susan Leong, Benjamin Lim\\\">Tedd Chan, Stella Chung, Henley Hii, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Anders Danielsen Lie, Jon &#216;igarden, Jonas Strand Gravli, Ola G. Furuseth, Maria Bock, Thorbj&#248;rn Harr, Jaden Smith\\\">Anders Danielsen Lie, Jon &#216;igarden, J<span class=\\\"structural\\\">...</span></span>\",\"Lee Dixon, Ian Wright, Paul Merson\",\"<span class=\\\"formatted\\\" title=\\\"Geetanjali Thapa, Zain Khan Durrani, Shray Rai Tiwari, Mona Ambegaonkar, Chandreyee Ghosh, Barun Chanda, Saheb Bhattacharjee, Shefali Chauhan\\\">Geetanjali Thapa, Zain Khan Durrani, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Samuthirakani, Bharath Seeni, Vinoth, Esakki Barath, Chemban Vinod Jose, Gautham Menon, Krisha Kurup, Subiksha\\\">Samuthirakani, Bharath Seeni, Vinoth,<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Singapore\",\"Norway, Iceland, United States\",\"United Kingdom\",\"India\",\"India\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2018-12-20\",\"2018-10-10\",\"2018-05-16\",\"2018-09-01\",\"2018-09-15\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"R\",\"R\",\"TV-PG\",\"TV-14\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"78 min\",\"144 min\",\"87 min\",\"110 min\",\"128 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Horror Movies, International Movies\",\"Dramas, Thrillers\",\"Sports Movies\",\"<span class=\\\"formatted\\\" title=\\\"Dramas, Independent Movies, International Movies\\\">Dramas, Independent Movies, Internati<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Action &#38; Adventure, Dramas, International Movies\\\">Action &#38; Adventure, Dramas, Internati<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"When an army recruit is found dead, his fellow soldiers are forced to confront a terrifying secret that&#39;s haunting their jungle island training camp.\\\">When an army recruit is found dead, h<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After devastating terror attacks in Norway, a young survivor, grieving families and the country rally for justice and healing. Based on a true story.\\\">After devastating terror attacks in N<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Mixing old footage with interviews, this is the story of Arsenal&#39;s improbable win versus Liverpool in the final moments of the 1989 championship game.\\\">Mixing old footage with interviews, t<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After accidentally connecting over the Internet, two strangers form a tight friendship &#8211; not knowing they already share a bond.\\\">After accidentally connecting over th<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A taxi driver, a gangster and an athlete struggle to better their lives despite obstacles like crooked politicians, evil dons and caste barriers.\\\">A taxi driver, a gangster and an athl<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410192, rootId: 1023410179, totalRows: 1255 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s4\",\"s10\",\"s11\",\"s34\",\"s41\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"9\",\"1920\",\"1922\",\"#realityhigh\",\"&#199;arsi Pazar\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Shane Acker\",\"Vikram Bhatt\",\"Zak Hilditch\",\"Fernando Lebrija\",\"Muharrem G&#252;lmez\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Elijah Wood, John C. Reilly, Jennifer Connelly, Christopher Plummer, Crispin Glover, Martin Landau, Fred Tatasciore, Alan Oppenheimer, Tom Kane\\\">Elijah Wood, John C. Reilly, Jennifer<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Rajneesh Duggal, Adah Sharma, Indraneil Sengupta, Anjori Alagh, Rajendranath Zutshi, Vipin Sharma, Amin Hajee, Shri Vallabh Vyas\\\">Rajneesh Duggal, Adah Sharma, Indrane<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Thomas Jane, Molly Parker, Dylan Schmid, Kaitlyn Bernard, Bob Frazer, Brian d&#39;Arcy James, Neal McDonough\\\">Thomas Jane, Molly Parker, Dylan Schm<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Nesta Cooper, Kate Walsh, John Michael Higgins, Keith Powers, Alicia Sanz, Jake Borelli, Kid Ink, Yousef Erakat, Rebekah Graf, Anne Winters, Peter Gilroy, Patrick Davis\\\">Nesta Cooper, Kate Walsh, John Michae<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Erdem Yener, Ayhan Ta&#351;, Emin Olcay, Muharrem G&#252;lmez, Elif Nur Kerk&#252;k, Tar&#305;k Papu&#231;&#231;uo&#287;lu, Suzan Aksoy, Do&#287;a Konako&#287;lu, Esin Eden, Deniz &#214;zerman\\\">Erdem Yener, Ayhan Ta&#351;, Emin Olcay, M<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"India\",\"United States\",\"United States\",\"Turkey\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2017-11-16\",\"2017-12-15\",\"2017-10-20\",\"2017-09-08\",\"2017-03-10\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String?\\\">rating</span>\", children: [], rightAlign: false, values: [\"PG-13\",\"TV-MA\",\"TV-MA\",\"TV-14\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"80 min\",\"143 min\",\"103 min\",\"99 min\",\"97 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Action &#38; Adventure, Independent Movies, Sci-Fi &#38; Fantasy\\\">Action &#38; Adventure, Independent Movie<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Horror Movies, International Movies, Thrillers\\\">Horror Movies, International Movies, <span class=\\\"structural\\\">...</span></span>\",\"Dramas, Thrillers\",\"Comedies\",\"Comedies, International Movies\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"In a postapocalyptic world, rag-doll robots hide in fear from dangerous machines out to exterminate them, until a brave newcomer joins the group.\\\">In a postapocalyptic world, rag-doll <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"An architect and his wife move into a castle that is slated to become a luxury hotel. But something inside is determined to stop the renovation.\\\">An architect and his wife move into a<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A farmer pens a confession admitting to his wife&#39;s murder, but her death is just the beginning of a macabre tale. Based on Stephen King&#39;s novella.\\\">A farmer pens a confession admitting <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When nerdy high schooler Dani finally attracts the interest of her longtime crush, she lands in the cross hairs of his ex, a social media celebrity.\\\">When nerdy high schooler Dani finally<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"The slacker owner of a public bath house rallies his community to save it when a big developer comes to town to close it down and open a new mall.\\\">The slacker owner of a public bath ho<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410193, rootId: 1023410179, totalRows: 864 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s8\",\"s9\",\"s14\",\"s16\",\"s19\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"187\",\"706\",\"2,215\",\"Oct-01\",\"15-Aug\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Kevin Reynolds\",\"Shravan Kumar\",\"Nottapon Boonprakob\",\"Kunle Afolayan\",\"Swapnaneel Jayakar\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Samuel L. Jackson, John Heard, Kelly Rowan, Clifton Collins Jr., Tony Plana\\\">Samuel L. Jackson, John Heard, Kelly <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Divya Dutta, Atul Kulkarni, Mohan Agashe, Anupam Shyam, Raayo S. Bakhirta, Yashvit Sancheti, Greeva Kansara, Archan Trivedi, Rajiv Pathak\\\">Divya Dutta, Atul Kulkarni, Mohan Aga<span class=\\\"structural\\\">...</span></span>\",\"Artiwara Kongmalai\",\"<span class=\\\"formatted\\\" title=\\\"Sadiq Daba, David Bailie, Kayode Olaiya, Kehinde Bankole, Fabian Adeoye Lojede, Nick Rhys, Kunle Afolayan, Colin David Reese, Ibrahim Shatta, Femi Adebayo, Kanayo O. Kanayo, Lawrence Stubbings, Ademola Adedoyin\\\">Sadiq Daba, David Bailie, Kayode Olai<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Rahul Pethe, Mrunmayee Deshpande, Adinath Kothare, Vaibhav Mangale, Jaywant Wadkar, Satish Pulekar, Naina Apte, Uday Tikekar\\\">Rahul Pethe, Mrunmayee Deshpande, Adi<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"India\",\"Thailand\",\"Nigeria\",\"India\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2019-11-01\",\"2019-04-01\",\"2019-03-01\",\"2019-09-01\",\"2019-03-29\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1997</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"R\",\"TV-14\",\"TV-MA\",\"TV-14\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"119 min\",\"118 min\",\"89 min\",\"149 min\",\"124 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Dramas\",\"Horror Movies, International Movies\",\"<span class=\\\"formatted\\\" title=\\\"Documentaries, International Movies, Sports Movies\\\">Documentaries, International Movies, <span class=\\\"structural\\\">...</span></span>\",\"Dramas, International Movies, Thrillers\",\"Comedies, Dramas, Independent Movies\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"After one of his high school students attacks him, dedicated teacher Trevor Garfield grows weary of the gang warfare in the New York City school system and moves to California to teach there, thinking it must be a less hostile environment.\\\">After one of his high school students<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When a doctor goes missing, his psychiatrist wife treats the bizarre medical condition of a psychic patient, who knows much more than he&#39;s leading on.\\\">When a doctor goes missing, his psych<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"This intimate documentary follows rock star Artiwara Kongmalai on his historic, 2,215-kilometer charity run across Thailand in 2017.\\\">This intimate documentary follows roc<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Against the backdrop of Nigeria&#39;s looming independence from Britain, detective Danladi Waziri races to capture a killer terrorizing local women.\\\">Against the backdrop of Nigeria&#39;s loo<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"On India&#39;s Independence Day, a zany mishap in a Mumbai chawl disrupts a young love story while compelling the residents to unite in aid of a little boy.\\\">On India&#39;s Independence Day, a zany m<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410194, rootId: 1023410179, totalRows: 1497 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s58\",\"s73\",\"s105\",\"s206\",\"s367\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"100% Halal\",\"17 Again\",\"30 Minutes or Less\",\"A Monster Calls\",\"Al acecho\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Jastis Arimba\",\"Burr Steers\",\"Ruben Fleischer\",\"J.A. Bayona\",\"Francisco D&#39;Eufemia\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Anisa Rahma, Ariyo Wahab, Anandito Dwis, Fitria Rasyidi, Arafah Rianti, Kinaryosih\\\">Anisa Rahma, Ariyo Wahab, Anandito Dw<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Zac Efron, Leslie Mann, Matthew Perry, Thomas Lennon, Michelle Trachtenberg, Melora Hardin, Sterling Knight, Hunter Parrish, Nicole Sullivan, Allison Miller\\\">Zac Efron, Leslie Mann, Matthew Perry<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Jesse Eisenberg, Danny McBride, Aziz Ansari, Nick Swardson, Dilshad Vadsaria, Michael Pe&#241;a, Bianca Kajlich, Fred Ward\\\">Jesse Eisenberg, Danny McBride, Aziz <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Lewis MacDougall, Sigourney Weaver, Felicity Jones, Liam Neeson, Toby Kebbell, Ben Moor, James Melville, Oliver Steer, Dominic Boyle, Geraldine Chaplin, Jennifer Lim\\\">Lewis MacDougall, Sigourney Weaver, F<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Rodrigo de la Serna, Belen Blanco, Walter Jakob, Facundo Aquinos, Patricia Calisaya\\\">Rodrigo de la Serna, Belen Blanco, Wa<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Indonesia\",\"United States\",\"United States\",\"United Kingdom, Spain, United States\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2021-01-07\",\"2021-01-01\",\"2021-01-01\",\"2021-01-16\",\"2021-01-12\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-14\",\"PG-13\",\"R\",\"PG-13\",\"TV-MA\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"101 min\",\"102 min\",\"83 min\",\"108 min\",\"81 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Dramas, International Movies\",\"Comedies\",\"Action &#38; Adventure, Comedies\",\"Dramas, Sci-Fi &#38; Fantasy\",\"International Movies, Thrillers\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"After high school, a young woman marries the man of her father&#39;s choice but soon faces the possibility that her religion considers the union invalid.\\\">After high school, a young woman marr<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Nearing a midlife crisis, thirty-something Mike wishes for a &#34;do-over&#34; &#8211; and that&#39;s exactly what he gets when he wakes up to find he&#39;s 17 again.\\\">Nearing a midlife crisis, thirty-some<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Two crooks planning a bank heist wind up abducting a pizza delivery driver and force him to commit the robbery &#8212; with a strict time limit.\\\">Two crooks planning a bank heist wind<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Overwhelmed by his mother&#8217;s illness, a young boy begins to understand human complexity through the fantastic tales of a consoling tree monster.\\\">Overwhelmed by his mother&#8217;s illness, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Looking for a fresh start, a park ranger gets a new assignment. When he discovers a network of poachers, survival depends on his lethal instincts.\\\">Looking for a fresh start, a park ran<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410195, rootId: 1023410179, totalRows: 88 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s129\",\"s248\",\"s317\",\"s536\",\"s552\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"6 Years\",\"A Very Murray Christmas\",\"Advantageous\",\"Anjelah Johnson: Not Fancy\",\"Anthony Jeselnik: Thoughts and Prayers\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Hannah Fidell\",\"Sofia Coppola\",\"Jennifer Phang\",\"Jay Karas\",\"Adam Dubin\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Taissa Farmiga, Ben Rosenfield, Lindsay Burdge, Joshua Leonard, Jennifer Lafleur, Peter Vack, Dana Wheeler-Nicholson, Jason Newman, Molly McMichael\\\">Taissa Farmiga, Ben Rosenfield, Linds<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Bill Murray, Miley Cyrus, George Clooney, Chris Rock, Amy Poehler, Michael Cera, Maya Rudolph, Rashida Jones, Jason Schwartzman, Paul Shaffer, Jenny Lewis, Phoenix\\\">Bill Murray, Miley Cyrus, George Cloo<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Jacqueline Kim, James Urbaniak, Freya Adams, Ken Jeong, Jennifer Ehle, Samantha Kim, Troi Zee, Olivia Horton, Jennifer Ikeda, Mercedes Griffeth\\\">Jacqueline Kim, James Urbaniak, Freya<span class=\\\"structural\\\">...</span></span>\",\"Anjelah Johnson-Reyes\",\"Anthony Jeselnik\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"United States\",\"United States\",\"United States\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2015-09-08\",\"2015-12-04\",\"2015-06-23\",\"2015-10-02\",\"2015-10-16\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-14\",\"TV-MA\",\"TV-14\",\"TV-MA\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"80 min\",\"57 min\",\"92 min\",\"64 min\",\"59 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Dramas, Independent Movies, Romantic Movies\\\">Dramas, Independent Movies, Romantic <span class=\\\"structural\\\">...</span></span>\",\"Comedies, Music &#38; Musicals\",\"<span class=\\\"formatted\\\" title=\\\"Dramas, Independent Movies, Sci-Fi &#38; Fantasy\\\">Dramas, Independent Movies, Sci-Fi &#38; <span class=\\\"structural\\\">...</span></span>\",\"Stand-Up Comedy\",\"Stand-Up Comedy\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"As a volatile young couple who have been together for six years approach college graduation, unexpected career opportunities threaten their future.\\\">As a volatile young couple who have b<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Bill Murray rounds up an all-star cast for an evening of music, mischief and barroom camaraderie in this irreverent twist on holiday variety shows.\\\">Bill Murray rounds up an all-star cas<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"In order to keep her job at a biomedical engineering firm that prizes youth, a middle-aged woman must submit to a drastic experimental procedure.\\\">In order to keep her job at a biomedi<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"The actress, comedian and YouTube sensation riffs on everything from nail salons and Gypsies to Mexican moms and super-sleuthing Liam Neeson.\\\">The actress, comedian and YouTube sen<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"There&#39;s no subject too dark as the comedian skewers taboos and riffs on national tragedies before pulling back the curtain on his provocative style.\\\">There&#39;s no subject too dark as the co<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410196, rootId: 1023410179, totalRows: 58 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s221\",\"s650\",\"s2949\",\"s5315\",\"s5588\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"A Russell Peters Christmas\",\"Aziz Ansari: Buried Alive\",\"Iliza Shlesinger: War Paint\",\"Russell Peters: Notorious\",\"Shrek the Musical\"] }, \n",
       "{ name: \"<span title=\\\"director: String\\\">director</span>\", children: [], rightAlign: false, values: [\"Henry Sarwer-Foner\",\"Will Lovelace, Dylan Southern\",\"Jay Chapman\",\"Dave Higby\",\"Jason Moore\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Russell Peters, Pamela Anderson, Michael Bubl&#233;, Jon Lovitz, Scott Thompson, Faizon Love, Goapele, Ted Lange\\\">Russell Peters, Pamela Anderson, Mich<span class=\\\"structural\\\">...</span></span>\",\"Aziz Ansari\",\"Iliza Shlesinger\",\"Russell Peters\",\"<span class=\\\"formatted\\\" title=\\\"Brian d&#39;Arcy James, Daniel Breaker, Sutton Foster, Christopher Sieber, John Tartaglia, Rozi Baker, Ryan Duncan, Leah Greenhaus, Chris Hoch, Marissa O&#39;Donnell, Denny Paschall\\\">Brian d&#39;Arcy James, Daniel Breaker, S<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"Canada\",\"United States\",\"United States\",\"United States\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2013-11-01\",\"2013-11-01\",\"2013-09-01\",\"2013-10-14\",\"2013-12-29\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"NR\",\"TV-MA\",\"NR\",\"NR\",\"TV-G\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"44 min\",\"80 min\",\"75 min\",\"72 min\",\"130 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Stand-Up Comedy\",\"Stand-Up Comedy\",\"Stand-Up Comedy\",\"Stand-Up Comedy\",\"<span class=\\\"formatted\\\" title=\\\"Children &#38; Family Movies, Comedies, Music &#38; Musicals\\\">Children &#38; Family Movies, Comedies, M<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Inspired by the variety shows of the 1970s, &#34;A Russell Peters Christmas&#34; is a sweet, silly, sentimental and, most of all, funny Christmas special.\\\">Inspired by the variety shows of the <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"&#34;Parks and Recreation&#34; star Aziz Ansari takes the stage to share his unfiltered views on adulthood, babies, marriage, love and more in the modern era.\\\">&#34;Parks and Recreation&#34; star Aziz Ansa<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"&#34;Last Comic Standing&#34; winner Iliza Shlesinger unleashes her acerbic, stream-of-conscious comedy on an unsuspecting audience in her hometown of Dallas.\\\">&#34;Last Comic Standing&#34; winner Iliza Sh<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Global comedy star Russell Peters leaves no ethnic or cultural stereotype unsatirized in this outrageous standup appearance in Sydney, Australia.\\\">Global comedy star Russell Peters lea<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"The greatest fairy tale never told comes to life in this colorful, song-filled, Tony Award-winning Broadway production based on the hit movie.\\\">The greatest fairy tale never told co<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410197, rootId: 1023410179, totalRows: 6 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s233\",\"s309\",\"s2042\",\"s2623\",\"s2963\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"A Stoning in Fulham County\",\"Adam: His Song Continues\",\"Even the Rain\",\"Hard Lessons\",\"In Defense of a Married Man\"] }, \n",
       "{ name: \"<span title=\\\"director: String\\\">director</span>\", children: [], rightAlign: false, values: [\"Larry Elikann\",\"Robert Markowitz\",\"Ic&#237;ar Bolla&#237;n\",\"Eric Laneuville\",\"Joel Oliansky\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Ken Olin, Jill Eikenberry, Maureen Mueller, Gregg Henry, Nicholas Pryor, Noble Willingham, Peter Michael Goetz, Ron Perlman, Theodore Bikel, Olivia Burnette, Bill Allen, Brad Pitt\\\">Ken Olin, Jill Eikenberry, Maureen Mu<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Daniel J. Travanti, JoBeth Williams, Richard Masur, Martha Scott, Paul Regina\\\">Daniel J. Travanti, JoBeth Williams, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Luis Tosar, Gael Garc&#237;a Bernal, Juan Carlos Aduviri, Karra Elejalde, Ra&#250;l Ar&#233;valo, Carlos Santos, Cassandra Ciangherotti, Milena Soliz, Le&#243;nidas Chiri, Vicente Romero, Daniel Curr&#225;s, Pau C&#243;lera\\\">Luis Tosar, Gael Garc&#237;a Bernal, Juan <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Denzel Washington, Lynn Whitfield, Richard Masur, Akosua Busia\\\">Denzel Washington, Lynn Whitfield, Ri<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Judith Light, Michael Ontkean, Jerry Orbach, Pat Corley, Nicholas Campbell, John Colicos, Cynthia Sikes, Johnny Galecki\\\">Judith Light, Michael Ontkean, Jerry <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"United States\",\"Spain, Mexico, France\",\"United States\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2011-10-01\",\"2011-10-01\",\"2011-05-17\",\"2011-10-01\",\"2011-10-01\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1988</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1986</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2010</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1986</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1990</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-14\",\"TV-MA\",\"TV-MA\",\"TV-14\",\"TV-14\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"95 min\",\"96 min\",\"103 min\",\"94 min\",\"94 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Dramas\",\"Dramas\",\"Dramas, International Movies\",\"Dramas\",\"Dramas\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"After reckless teens kill an Amish child, a prosecutor attempts to bring the youths to justice despite the condemnation he faces from the community.\\\">After reckless teens kill an Amish ch<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After their child was abducted and murdered, John and Reve Walsh fought to raise national awareness of the problem of missing children.\\\">After their child was abducted and mu<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"While making a film about the incursion of Christopher Columbus in the New World, a director finds the Bolivian locals protesting modern exploitation.\\\">While making a film about the incursi<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"This drama based on real-life events tells the story of George McKenna, the tough, determined new principal of a notorious Los Angeles high school.\\\">This drama based on real-life events <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A lawyer&#39;s husband is having an affair. When his mistress is found dead, he becomes the prime suspect &#8211; and his wife must take charge of his defense.\\\">A lawyer&#39;s husband is having an affai<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410198, rootId: 1023410179, totalRows: 13 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s819\",\"s1230\",\"s3467\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Being Elmo: A Puppeteer&#39;s Journey\",\"Casa de mi Padre\",\"Kung Fu Panda: Holiday\"] }, \n",
       "{ name: \"<span title=\\\"director: String\\\">director</span>\", children: [], rightAlign: false, values: [\"Constance Marks\",\"Matt Piedmont\",\"Tim Johnson\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"Kevin Clash, Whoopi Goldberg\",\"<span class=\\\"formatted\\\" title=\\\"Will Ferrell, Gael Garc&#237;a Bernal, Diego Luna, Genesis Rodriguez, Pedro Armend&#225;riz Jr., Nick Offerman, Efren Ramirez, Adrian Martinez\\\">Will Ferrell, Gael Garc&#237;a Bernal, Die<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Jack Black, Angelina Jolie, Dustin Hoffman, Jackie Chan, Seth Rogen, Lucy Liu, David Cross, James Hong, Dan Fogler\\\">Jack Black, Angelina Jolie, Dustin Ho<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"United States, Mexico\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2012-02-21\",\"2012-11-14\",\"2012-12-01\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2012</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2010</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"PG\",\"R\",\"TV-PG\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"76 min\",\"84 min\",\"26 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Documentaries\",\"Comedies\",\"Children &#38; Family Movies, Comedies\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Whoopi Goldberg narrates Elmo creator Kevin Clash&#39;s remarkable journey from a working-class Baltimore neighborhood to Jim Henson&#39;s &#34;Sesame Street.&#34;\\\">Whoopi Goldberg narrates Elmo creator<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Will Ferrell stars as a Spanish-speaking cowboy in this comedy about a Mexican clan trying to rescue their ranch from greedy creditors.\\\">Will Ferrell stars as a Spanish-speak<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"As preparations for the Winter Feast build, Po is caught between his obligations as the Dragon Warrior and his family holiday traditions.\\\">As preparations for the Winter Feast <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410199, rootId: 1023410179, totalRows: 3 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s915\",\"s1027\",\"s1310\",\"s1311\",\"s1903\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Bill Burr: I&#39;m Sorry You Feel That Way\",\"<span class=\\\"formatted\\\" title=\\\"BoJack Horseman Christmas Special: Sabrina&#39;s Christmas Wish\\\">BoJack Horseman Christmas Special: Sa<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Chelsea Handler: Uganda Be Kidding Me Live\\\">Chelsea Handler: Uganda Be Kidding Me<span class=\\\"structural\\\">...</span></span>\",\"Chelsea Peretti: One of the Greats\",\"E-Team\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"Jay Karas\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"James Yukich\",\"Lance Bangs\",\"Katy Chevigny, Ross Kauffman\"] }, \n",
       "{ name: \"<span title=\\\"cast: String?\\\">cast</span>\", children: [], rightAlign: false, values: [\"Bill Burr\",\"<span class=\\\"formatted\\\" title=\\\"Will Arnett, Aaron Paul, Alison Brie, Adam Conover, Kristen Schaal, Fred Savage\\\">Will Arnett, Aaron Paul, Alison Brie,<span class=\\\"structural\\\">...</span></span>\",\"Chelsea Handler\",\"Chelsea Peretti\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"United States\",\"United States\",\"United States\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2014-12-05\",\"2014-12-19\",\"2014-10-10\",\"2014-11-14\",\"2014-10-24\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-MA\",\"TV-MA\",\"TV-MA\",\"TV-MA\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"81 min\",\"26 min\",\"71 min\",\"75 min\",\"90 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Stand-Up Comedy\",\"Movies\",\"Stand-Up Comedy\",\"Stand-Up Comedy\",\"Documentaries\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Bill Burr escapes the zombie apocalypse, explores how rom-coms ruin great sex and explains how too many childhood hugs may be the downfall of man.\\\">Bill Burr escapes the zombie apocalyp<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"It&#39;s Christmas, and BoJack wants nothing to do with it. Then Todd shows up with a giant candy cane and an old &#34;Horsin&#39; Around&#34; Christmas episode.\\\">It&#39;s Christmas, and BoJack wants noth<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"In her first Netflix stand-up comedy special, Chelsea Handler recounts her African adventures (and provides hilarious photographic evidence).\\\">In her first Netflix stand-up comedy <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"&#34;Brooklyn Nine-Nine&#34; star Chelsea Peretti showcases her diverse talents in this dark yet silly reimagining of the comedy special.\\\">&#34;Brooklyn Nine-Nine&#34; star Chelsea Per<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"The courageous investigators of Human Rights Watch&#39;s Emergencies Team risk their lives to document unlawful attacks on civilians by brutal dictators.\\\">The courageous investigators of Human<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410200, rootId: 1023410179, totalRows: 19 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s7114\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"To and From New York\"] }, \n",
       "{ name: \"<span title=\\\"director: String\\\">director</span>\", children: [], rightAlign: false, values: [\"Sorin Dan Mihalcescu\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Barbara King, Shaana Diya, John Krisiukenas, Yoriko Haraguchi, David Crane, Chad Thomas\\\">Barbara King, Shaana Diya, John Krisi<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2008-01-01\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2006</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"81 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Dramas, Independent Movies, Thrillers\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"While covering a story in New York City, a Seattle-based reporter uncovers a link between two missing women that changes her article entirely.\\\">While covering a story in New York Ci<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410201, rootId: 1023410179, totalRows: 1 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s3249\",\"s5766\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Just Another Love Story\",\"Splatter\"] }, \n",
       "{ name: \"<span title=\\\"director: String\\\">director</span>\", children: [], rightAlign: false, values: [\"Ole Bornedal\",\"Joe Dante\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Anders W. Berthelsen, Rebecka Hemse, Nikolaj Lie Kaas, Charlotte Fich, Dejan Cukic, Karsten Jansfort, Flemming Enevold, Bent Mejding, Ewa Fr&#246;ling, Josephine Raahauge, Timm Vladimir, Ditte Hansen\\\">Anders W. Berthelsen, Rebecka Hemse, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Corey Feldman, Tony Todd, Tara Leigh, Erin Way, Mark Alan, Stuart Pankin\\\">Corey Feldman, Tony Todd, Tara Leigh,<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"Denmark\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2009-05-05\",\"2009-11-18\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2007</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-MA\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"104 min\",\"29 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Dramas, International Movies\",\"Horror Movies\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"When he causes a car accident that leaves a young woman with amnesia, a man finds himself telling incredible lies to make her and her family happy.\\\">When he causes a car accident that le<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After committing suicide, a washed-up rocker returns from the grave to torment the five people who betrayed him in life.\\\">After committing suicide, a washed-up<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410202, rootId: 1023410179, totalRows: 2 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s3841\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Mad Ron&#39;s Prevues from Hell\"] }, \n",
       "{ name: \"<span title=\\\"director: String\\\">director</span>\", children: [], rightAlign: false, values: [\"Jim Monaco\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Nick Pawlow, Jordu Schell, Jay Kushwara, Michael Townsend Wright, Anthony Kelly, Happy Goldsplatt, Ron Roccia, Fred Pomerleau, Joe Amodei, Nicholas Kitsopoulos\\\">Nick Pawlow, Jordu Schell, Jay Kushwa<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2010-11-01\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1987</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"NR\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"84 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"Cult Movies, Horror Movies\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"This collection cherry-picks trailers, forgotten scenes and poster art from 47 gory oldies, including Bay of Blood and The Blood Spattered Bride.\\\">This collection cherry-picks trailers<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410203, rootId: 1023410179, totalRows: 1 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410179) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupBy { date_added.map { it.year } }\n",
    "  .pivot { type }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After `type` column is pivoted, we call [`aggregate`](https://kotlin.github.io/dataframe/pivot.html#aggregation) to specify metrics to be calculated for every data group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410204\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 14, columnsCount = 2</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"date_added: Int\\\">date_added</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2012</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2010</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"TV Show: Int?\\\">TV Show</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">697</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">185</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">430</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">361</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">656</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"Movie: Int\\\">Movie</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1312</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">258</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1255</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">864</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1497</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">88</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">58</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">13</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">19</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"type: DataRow\\\">type</span>\", children: [1, 2], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"TV Show: 697\\nMovie: 1312\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">697</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1312</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 185\\nMovie: 258\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">185</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">258</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 430\\nMovie: 1255\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">430</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1255</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 361\\nMovie: 864\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">361</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">864</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 656\\nMovie: 1497\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">656</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1497</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 29\\nMovie: 88\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">29</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">88</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 30\\nMovie: 58\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">30</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">58</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 5\\nMovie: 6\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">5</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">6</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Movie: 13\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">13</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Movie: 3\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">3</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 6\\nMovie: 19\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">6</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">19</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1\\nMovie: 1\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Movie: 2\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">2</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Movie: 1\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: 1023410204, rootId: 1023410204, totalRows: 14 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410204) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupBy { date_added.map { it.year } }\n",
    "  .pivot { type }.aggregate { count () }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simple statistics can be aggregated without `aggregate`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410205\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 14, columnsCount = 2</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"date_added: Int\\\">date_added</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2012</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2010</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"TV Show: Int\\\">TV Show</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">697</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">185</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">430</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">361</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">656</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"Movie: Int\\\">Movie</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1312</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">258</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1255</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">864</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1497</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">88</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">58</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">13</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">19</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"type: DataRow\\\">type</span>\", children: [1, 2], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"TV Show: 697\\nMovie: 1312\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">697</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1312</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 185\\nMovie: 258\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">185</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">258</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 430\\nMovie: 1255\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">430</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1255</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 361\\nMovie: 864\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">361</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">864</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 656\\nMovie: 1497\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">656</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1497</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 29\\nMovie: 88\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">29</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">88</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 30\\nMovie: 58\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">30</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">58</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 5\\nMovie: 6\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">5</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">6</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 0\\nMovie: 13\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">0</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">13</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 0\\nMovie: 3\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">0</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">3</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 6\\nMovie: 19\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">6</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">19</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1\\nMovie: 1\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 0\\nMovie: 2\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">0</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">2</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 0\\nMovie: 1\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">0</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: 1023410205, rootId: 1023410205, totalRows: 14 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410205) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupBy { date_added.map { it.year } }\n",
    "  .pivot { type }.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For `count` statistics there is even shorter API [`pivotCounts`](https://kotlin.github.io/dataframe/pivot.html#pivotcounts).\n",
    "\n",
    "Here is the final version:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410206\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 14, columnsCount = 2</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"date_added: Int\\\">date_added</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2012</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2010</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"TV Show: Int\\\">TV Show</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">697</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">185</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">430</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">361</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">656</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"Movie: Int\\\">Movie</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1312</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">258</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1255</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">864</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1497</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">88</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">58</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">13</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">19</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"type: DataRow\\\">type</span>\", children: [1, 2], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"TV Show: 697\\nMovie: 1312\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">697</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1312</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 185\\nMovie: 258\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">185</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">258</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 430\\nMovie: 1255\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">430</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1255</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 361\\nMovie: 864\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">361</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">864</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 656\\nMovie: 1497\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">656</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1497</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 29\\nMovie: 88\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">29</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">88</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 30\\nMovie: 58\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">30</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">58</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 5\\nMovie: 6\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">5</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">6</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 0\\nMovie: 13\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">0</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">13</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 0\\nMovie: 3\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">0</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">3</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 6\\nMovie: 19\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">6</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">19</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1\\nMovie: 1\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 0\\nMovie: 2\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">0</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">2</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 0\\nMovie: 1\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">0</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: 1023410206, rootId: 1023410206, totalRows: 14 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410206) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val df_date_count = df.groupBy { date_added.map { it.year } }.pivotCounts { type }\n",
    "df_date_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will prepare dataframe for rendering. We will call [`flatten`](https://kotlin.github.io/dataframe/flatten.html) to remove column grouping and convert dataframe to `Map`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"DrksQs\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Number of titles by year\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"date_added\":[2020.0,2016.0,2018.0,2017.0,2019.0,2021.0,2015.0,2013.0,2011.0,2012.0,2014.0,2008.0,2009.0,2010.0],\n",
       "\"Movie\":[1312.0,258.0,1255.0,864.0,1497.0,88.0,58.0,6.0,13.0,3.0,19.0,1.0,2.0,1.0],\n",
       "\"TV Show\":[697.0,185.0,430.0,361.0,656.0,29.0,30.0,5.0,0.0,0.0,6.0,1.0,0.0,0.0]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":800.0,\n",
       "\"height\":500.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"year\"\n",
       "},{\n",
       "\"aesthetic\":\"y\",\n",
       "\"name\":\"count\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"date_added\",\n",
       "\"y\":\"TV Show\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#BF360C\",\n",
       "\"alpha\":0.5,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"fill\":\"#BF360C\",\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"x\":\"date_added\",\n",
       "\"y\":\"Movie\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#01579B\",\n",
       "\"alpha\":0.5,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"fill\":\"#01579B\",\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"panel_grid\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"panel_background\":{\n",
       "\"fill\":\"#ECEFF1\",\n",
       "\"color\":\"#ECEFF1\",\n",
       "\"blank\":false\n",
       "}\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"DrksQs\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val data = df_date_count.flatten().toMap()\n",
    "\n",
    "ggplot(data) +\n",
    "    geomArea(color = \"#BF360C\", fill = \"#BF360C\", alpha = 0.5) { x=\"date_added\"; y=\"TV Show\" } +\n",
    "    geomArea(color = \"#01579B\", fill = \"#01579B\", alpha = 0.5) { x=\"date_added\"; y=\"Movie\" } +\n",
    "    theme(\n",
    "        panelBackground = elementRect(color=\"#ECEFF1\", fill = \"#ECEFF1\"),\n",
    "        panelGrid = elementBlank(),\n",
    "    ) +\n",
    "    xlab(\"year\") +\n",
    "    ylab(\"count\") +\n",
    "    ggtitle(\"Number of titles by year\") +\n",
    "    ggsize(800, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It can be seen that more films were added every year than shows. Obviously, the cumulative sum of the movies was also always higher than the TV Shows, but let's build such a plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410207\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 14, columnsCount = 2</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"date_added: Int\\\">date_added</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2010</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2012</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2015</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"TV Show: Int\\\">TV Show</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">12</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">42</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">227</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">588</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1674</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2371</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2400</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"Movie: Int\\\">Movie</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">17</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">20</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">26</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">45</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">103</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">361</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1225</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2480</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3977</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5289</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5377</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"type: DataRow\\\">type</span>\", children: [1, 2], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1\\nMovie: 1\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1\\nMovie: 3\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">3</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1\\nMovie: 4\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">4</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1\\nMovie: 17\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">17</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1\\nMovie: 20\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">20</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 6\\nMovie: 26\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">6</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">26</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 12\\nMovie: 45\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">12</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">45</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 42\\nMovie: 103\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">42</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">103</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 227\\nMovie: 361\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">227</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">361</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 588\\nMovie: 1225\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">588</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">1225</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1018\\nMovie: 2480\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1018</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">2480</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 1674\\nMovie: 3977\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">1674</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">3977</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 2371\\nMovie: 5289\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">2371</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">5289</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"TV Show: 2400\\nMovie: 5377\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">TV Show: </span><span class=\\\"numbers\\\">2400</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">Movie: </span><span class=\\\"numbers\\\">5377</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "], id: 1023410207, rootId: 1023410207, totalRows: 14 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410207) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val df_cumsum_titles = df_date_count\n",
    "    .sortBy { date_added } // sorting by date_added\n",
    "    .cumSum { type.all() } // count cumulative sum for columns `TV Show` and `Movie` that are nested under column `type`\n",
    "df_cumsum_titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"xXmV0O\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Cumulative count of titles by year\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"date_added\":[2008.0,2009.0,2010.0,2011.0,2012.0,2013.0,2014.0,2015.0,2016.0,2017.0,2018.0,2019.0,2020.0,2021.0],\n",
       "\"Movie\":[1.0,3.0,4.0,17.0,20.0,26.0,45.0,103.0,361.0,1225.0,2480.0,3977.0,5289.0,5377.0],\n",
       "\"TV Show\":[1.0,1.0,1.0,1.0,1.0,6.0,12.0,42.0,227.0,588.0,1018.0,1674.0,2371.0,2400.0]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":800.0,\n",
       "\"height\":500.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"year\"\n",
       "},{\n",
       "\"aesthetic\":\"y\",\n",
       "\"name\":\"cumulative count\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"date_added\",\n",
       "\"y\":\"TV Show\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#BF360C\",\n",
       "\"alpha\":0.5,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"fill\":\"#BF360C\",\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"x\":\"date_added\",\n",
       "\"y\":\"Movie\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#01579B\",\n",
       "\"alpha\":0.5,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"area\",\n",
       "\"fill\":\"#01579B\",\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"panel_grid\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"panel_background\":{\n",
       "\"fill\":\"#ECEFF1\",\n",
       "\"color\":\"#ECEFF1\",\n",
       "\"blank\":false\n",
       "}\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"xXmV0O\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df_cumsum_titles.flatten().toMap()) +\n",
    "    geomArea(color = \"#BF360C\", fill = \"#BF360C\", alpha = 0.5) { x=\"date_added\"; y=\"TV Show\" } +\n",
    "    geomArea(color = \"#01579B\", fill = \"#01579B\", alpha = 0.5) { x=\"date_added\"; y=\"Movie\" } +\n",
    "    theme(\n",
    "        panelBackground = elementRect(color=\"#ECEFF1\", fill = \"#ECEFF1\"),\n",
    "        panelGrid = elementBlank(),\n",
    "    ) +\n",
    "    xlab(\"year\") +\n",
    "    ylab(\"cumulative count\") +\n",
    "    ggtitle(\"Cumulative count of titles by year\") +\n",
    "    ggsize(800, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lifetimes and Release Times"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the distribution by the lifetime of titles on the platform. To do this, find the most recently uploaded title and calculate the difference between the date it was added and the maximum date found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import kotlinx.datetime.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "val maxDate = df.date_added.max()\n",
    "val df_days = df.add {\n",
    "    \"days_on_platform\" from { date_added.daysUntil(maxDate) } // adding column for number of days on the platform\n",
    "    \"months_on_platform\" from { date_added.monthsUntil(maxDate) } // adding column for number of months on the platform\n",
    "    \"years_on_platform\" from { date_added.yearsUntil(maxDate) } // // adding column for number of years on the platform\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"iRaJmq\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
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       "\"kind\":\"ggbunch\",\n",
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       "\"x\":0,\n",
       "\"width\":500,\n",
       "\"y\":0,\n",
       "\"feature_spec\":{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Age distribution (in days) on Netflix\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"days\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"days_on_platform\",\n",
       "\"y\":\"..density..\"\n",
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       "\"..density..\":[2.6558971118414466E-4,7.125577617135588E-4,8.13773352866053E-4,7.773357400511551E-4,7.854329873433546E-4,7.198452842765385E-4,5.781434566630466E-4,4.7287924186445267E-4,4.31583280674235E-4,3.870484205671376E-4,1.5303797382257116E-4,1.0121559115249416E-4,3.319871389801808E-5,1.9433393501278876E-5,1.457504512595916E-5,4.048623646099766E-6,8.906972021419486E-6,1.6194494584399063E-6,1.6194494584399063E-6,0.0,8.097247292199532E-7,1.0526421479859391E-5,0.0,8.097247292199532E-7,0.0,8.097247292199532E-7,8.097247292199532E-7,0.0,0.0,1.6194494584399063E-6],\n",
       "\"days_on_platform\":[-28.054666666666662,138.156,304.3666666666667,470.57733333333334,636.788,802.9986666666666,969.2093333333333,1135.42,1301.6306666666667,1467.8413333333333,1634.052,1800.2626666666667,1966.4733333333334,2132.684,2298.894666666667,2465.105333333333,2631.316,2797.5266666666666,2963.7373333333335,3129.9480000000003,3296.1586666666662,3462.369333333333,3628.58,3794.7906666666668,3961.0013333333336,4127.2119999999995,4293.422666666666,4459.633333333333,4625.844,4792.054666666667]\n",
       "}\n",
       "},{\n",
       "\"mapping\":{\n",
       "\"x\":\"days_on_platform\"\n",
       "},\n",
       "\"stat\":\"density\",\n",
       "\"alpha\":0.5,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"density\",\n",
       "\"fill\":\"#0befef\",\n",
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       "}\n",
       "}]\n",
       "},\n",
       "\"height\":450\n",
       "},{\n",
       "\"x\":500,\n",
       "\"width\":500,\n",
       "\"y\":0,\n",
       "\"feature_spec\":{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Boxplot for age (in days) by type\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"values\":[\"#792020\",\"#207979\"]\n",
       "},{\n",
       "\"aesthetic\":\"y\",\n",
       "\"name\":\"days\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"type\",\n",
       "\"y\":\"days_on_platform\",\n",
       "\"fill\":\"type\"\n",
       "},\n",
       "\"stat\":\"boxplot\",\n",
       "\"position\":{\n",
       "\"name\":\"dodge\",\n",
       "\"width\":0.95,\n",
       "\"kind\":\"pos\"\n",
       "},\n",
       "\"geom\":\"boxplot\",\n",
       "\"data\":{\n",
       "\"..middle..\":[NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,633.0,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,693.0],\n",
       "\"..upper..\":[NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,1095.0,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,1080.0],\n",
       "\"..ymax..\":[NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,2250.0,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,2101.0],\n",
       "\"..lower..\":[NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,309.0,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,381.0],\n",
       "\"..ymin..\":[NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,1.0,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,NaN,0.0],\n",
       "\"type\":[\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"],\n",
       "\"days_on_platform\":[2724.0,4730.0,2657.0,2848.0,2651.0,2694.0,2541.0,2482.0,NaN,2633.0,3395.0,3395.0,2143.0,2633.0,3252.0,2234.0,2220.0,2985.0,2290.0,2255.0,2276.0,3532.0,2468.0,2227.0,3395.0,2185.0,2694.0,3395.0,2288.0,3399.0,4274.0,2968.0,3729.0,2134.0,2526.0,2346.0,2549.0,2222.0,2143.0,2221.0,2304.0,3395.0,2150.0,2651.0,2575.0,4077.0,2162.0,3395.0,2381.0,2407.0,3395.0,2592.0,2556.0,4764.0,3395.0,3395.0,3395.0,3395.0,2262.0,2164.0,2279.0,NaN]\n",
       "}\n",
       "}]\n",
       "},\n",
       "\"height\":450\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"iRaJmq\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val plot = ggplot(df_days[\"type\", \"days_on_platform\"].toMap())\n",
    "val p1 = plot + \n",
    "        geomHistogram(color=\"#ECEFF1\", fill=\"#ef0b0b\") { x=\"days_on_platform\"; y=\"..density..\" } +\n",
    "        geomDensity(alpha=0.5, fill=\"#0befef\") { x=\"days_on_platform\" } +\n",
    "        xlab(\"days\") + ggtitle(\"Age distribution (in days) on Netflix\")\n",
    "val p2 = plot +\n",
    "        geomBoxplot() { x=\"type\"; y=\"days_on_platform\"; fill=\"type\" } +\n",
    "        scaleFillManual(listOf(\"#792020\", \"#207979\")) +\n",
    "        ylab(\"days\") + ggtitle(\"Boxplot for age (in days) by type\")\n",
    "\n",
    "GGBunch()\n",
    "    .addPlot(p1, 0, 0, 500, 450)\n",
    "    .addPlot(p2, 500, 0, 500, 450)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The age distribution of titles on the platform is similar to movies and TV shows. But you can see in the second graph that there are very old titles among the movies compared to the shows. Let's take a closer look at this moment. To do this, let's build a graph of the duration in years of being on the platform of films and shows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"rZRw8w\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Years of Movies and TV Shows on Netflix\"\n",
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       "},\n",
       "\"data\":{\n",
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       "\"aesthetic\":\"x\",\n",
       "\"name\":\"years\"\n",
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       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"years_on_platform\",\n",
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       "},\n",
       "\"stat\":\"count\",\n",
       "\"position\":\"dodge\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "\"..count..\":[692.0,362.0,441.0,668.0,169.0,56.0,5.0,1.0,6.0,289.0,1257.0,903.0,1552.0,1261.0,70.0,6.0,13.0,3.0,19.0,2.0,1.0,1.0],\n",
       "\"years_on_platform\":[0.0,3.0,2.0,1.0,4.0,5.0,7.0,12.0,6.0,4.0,2.0,3.0,1.0,0.0,5.0,7.0,9.0,8.0,6.0,11.0,10.0,13.0],\n",
       "\"type\":[\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"rZRw8w\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df_days.select { type and years_on_platform }.toMap()) + // selecting two columns\n",
    "    geomBar(position = Pos.dodge) { x = \"years_on_platform\"; fill = \"type\" } +\n",
    "    scaleFillManual(listOf(\"#bc3076\", \"#30bc76\")) +\n",
    "    xlab(\"years\") +\n",
    "    ggtitle(\"Years of Movies and TV Shows on Netflix\") +\n",
    "    ggsize(900, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, movies are usually older than TV shows.\n",
    "After that, you might ask yourself: how quickly were titles added to Netflix after their release? Well, finding the answer to it will be quite simple."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "val df_years = df\n",
    "                // adding a new column of the difference between the year of release and the year of addition\n",
    "                .add(\"years_off_platform\") {\n",
    "                    date_added.year - release_year\n",
    "                }\n",
    "                // dropping negative values and equal to zero\n",
    "                .filter { \"years_off_platform\"<Int>() > 0 }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We dropped negative values because it happens that titles are added to the platform while it is still in production. Also dropped the zero values as they are of no interest. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"TJxzRa\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"How long does it take for a title to be added to Netflix?\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":1000.0,\n",
       "\"height\":500.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_gradient\",\n",
       "\"high\":\"#00256e\",\n",
       "\"low\":\"#97a6d0\"\n",
       "},{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"years\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"years_off_platform\",\n",
       "\"color\":\"years_off_platform\"\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"size\":7.5,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"point\",\n",
       "\"data\":{\n",
       "\"years_off_platform\":[7.0,8.0,12.0,1.0,22.0,9.0,5.0,2.0,3.0,13.0,4.0,11.0,6.0,20.0,16.0,10.0,30.0,43.0,49.0,25.0,14.0,21.0,23.0,24.0,18.0,29.0,17.0,41.0,31.0,38.0,45.0,42.0,19.0,51.0,32.0,27.0,26.0,39.0,28.0,47.0,37.0,15.0,40.0,46.0,54.0,59.0,62.0,61.0,52.0,44.0,64.0,33.0,36.0,35.0,34.0,48.0,63.0,72.0,71.0,57.0,93.0,75.0,55.0,65.0,50.0,66.0,73.0,70.0,58.0,74.0],\n",
       "\"..count..\":[169.0,161.0,83.0,1485.0,29.0,139.0,226.0,644.0,439.0,81.0,336.0,111.0,218.0,29.0,55.0,117.0,11.0,10.0,5.0,25.0,70.0,38.0,26.0,21.0,45.0,17.0,43.0,9.0,10.0,11.0,6.0,3.0,27.0,4.0,6.0,18.0,17.0,9.0,10.0,4.0,14.0,48.0,9.0,9.0,5.0,3.0,1.0,2.0,4.0,8.0,2.0,9.0,8.0,8.0,12.0,2.0,1.0,3.0,2.0,4.0,1.0,2.0,2.0,2.0,2.0,2.0,3.0,1.0,1.0,3.0]\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"legend_position\":[0.9,0.83]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"TJxzRa\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df_years.select { years_off_platform }.toMap()) + \n",
    "    geomPoint(stat = Stat.count(), size = 7.5) { x=\"years_off_platform\"; color=\"years_off_platform\" } +\n",
    "    scaleColorGradient(low = \"#97a6d0\", high = \"#00256e\") +\n",
    "    theme().legendPosition(0.9, 0.83) +\n",
    "    xlab(\"years\") +\n",
    "    ggtitle(\"How long does it take for a title to be added to Netflix?\") +\n",
    "    ggsize(1000, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well, let's build the informal top charts for the oldest and newest movies and TV shows."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ***Top 5 movies with the most days on Netflix***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410208\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 6</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"To and From New York\",\"Just Another Love Story\",\"Splatter\",\"Mad Ron&#39;s Prevues from Hell\",\"Even the Rain\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"Denmark\",\"United States\",\"United States\",\"Spain, Mexico, France\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2008-01-01\",\"2009-05-05\",\"2009-11-18\",\"2010-11-01\",\"2011-05-17\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2006</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2007</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1987</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2010</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"81 min\",\"104 min\",\"29 min\",\"84 min\",\"103 min\"] }, \n",
       "], id: 1023410208, rootId: 1023410208, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410208) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Top 5 oldest movies\n",
    "df_days\n",
    "    .filter { type == \"Movie\" } // filtering by type\n",
    "    .sortByDesc { days_on_platform } // sorting by number of days on Netflix\n",
    "    .select { type and title and country and date_added and release_year and duration } // selecting required columns\n",
    "    .head() // taking first five rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ***Top 5 movies recently added on Netflix***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410209\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 6</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"A Monster Calls\",\"Death of Me\",\"Radium Girls\",\"Double Dad\",\"Hook\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United Kingdom, Spain, United States\",\"United States, Thailand\",\"United States\",\"Brazil\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2021-01-16\",\"2021-01-16\",\"2021-01-16\",\"2021-01-15\",\"2021-01-15\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1991</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"108 min\",\"94 min\",\"103 min\",\"105 min\",\"142 min\"] }, \n",
       "], id: 1023410209, rootId: 1023410209, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410209) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Top 5 newest movies\n",
    "df_days\n",
    "    .filter { type == \"Movie\" }\n",
    "    .sortBy { days_on_platform }\n",
    "    .select { type and title and country and date_added and release_year and duration }\n",
    "    .head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ***Top 5 TV Shows with most days on Netflix***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410210\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 6</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Dinner for Five\",\"Jack Taylor\",\"Breaking Bad\",\"The 4400\",\"Gossip Girl\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"United States, Ireland\",\"United States\",\"United States, United Kingdom\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2008-02-04\",\"2013-03-31\",\"2013-08-02\",\"2013-09-01\",\"2013-10-08\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2007</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2007</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2012</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\",\"1 Season\",\"5 Seasons\",\"4 Seasons\",\"6 Seasons\"] }, \n",
       "], id: 1023410210, rootId: 1023410210, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410210) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Top 5 oldest shows\n",
    "df_days\n",
    "    .filter { type == \"TV Show\" }\n",
    "    .sortByDesc { days_on_platform }\n",
    "    .select { type and title and country and date_added and release_year and duration }\n",
    "    .head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ***Top 5 TV Shows recently added on Netflix***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410211\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 6</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Bling Empire\",\"Carmen Sandiego\",\"Disenchantment\",\"Henry Danger\",\"Kuroko&#39;s Basketball\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"United States\",\"United States\",\"United States\",\"Japan\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2021-01-15\",\"2021-01-15\",\"2021-01-15\",\"2021-01-15\",\"2021-01-15\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2021</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2013</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"1 Season\",\"4 Seasons\",\"3 Seasons\",\"3 Seasons\",\"1 Season\"] }, \n",
       "], id: 1023410211, rootId: 1023410211, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410211) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Top 5 newest shows\n",
    "df_days\n",
    "    .filter { type == \"TV Show\" }\n",
    "    .sortBy { days_on_platform }\n",
    "    .select { type and title and country and date_added and release_year and duration }\n",
    "    .head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You might be interested in what months are titles added most often?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "val df_split_date = df\n",
    "                    // splitting dates into four columns\n",
    "                    .split { date_added }.by { listOf(it, it.dayOfWeek, it.month, it.year) }\n",
    "                    .into(\"date\", \"day\", \"month\", \"year\")\n",
    "                    .sortBy(\"month\") // sorting by month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"okA6wS\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Content additions by month and year\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"month\":[\"JANUARY\",\"JANUARY\",\"JANUARY\",\"JANUARY\",\"JANUARY\",\"JANUARY\",\"JANUARY\",\"JANUARY\",\"JANUARY\",\"FEBRUARY\",\"FEBRUARY\",\"FEBRUARY\",\"FEBRUARY\",\"FEBRUARY\",\"FEBRUARY\",\"FEBRUARY\",\"FEBRUARY\",\"FEBRUARY\",\"MARCH\",\"MARCH\",\"MARCH\",\"MARCH\",\"MARCH\",\"MARCH\",\"MARCH\",\"APRIL\",\"APRIL\",\"APRIL\",\"APRIL\",\"APRIL\",\"APRIL\",\"APRIL\",\"MAY\",\"MAY\",\"MAY\",\"MAY\",\"MAY\",\"MAY\",\"MAY\",\"MAY\",\"JUNE\",\"JUNE\",\"JUNE\",\"JUNE\",\"JUNE\",\"JUNE\",\"JUNE\",\"JULY\",\"JULY\",\"JULY\",\"JULY\",\"JULY\",\"JULY\",\"JULY\",\"AUGUST\",\"AUGUST\",\"AUGUST\",\"AUGUST\",\"AUGUST\",\"AUGUST\",\"AUGUST\",\"AUGUST\",\"SEPTEMBER\",\"SEPTEMBER\",\"SEPTEMBER\",\"SEPTEMBER\",\"SEPTEMBER\",\"SEPTEMBER\",\"SEPTEMBER\",\"SEPTEMBER\",\"SEPTEMBER\",\"OCTOBER\",\"OCTOBER\",\"OCTOBER\",\"OCTOBER\",\"OCTOBER\",\"OCTOBER\",\"OCTOBER\",\"OCTOBER\",\"OCTOBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"NOVEMBER\",\"DECEMBER\",\"DECEMBER\",\"DECEMBER\",\"DECEMBER\",\"DECEMBER\",\"DECEMBER\",\"DECEMBER\",\"DECEMBER\",\"DECEMBER\"],\n",
       "\"year\":[2020.0,2017.0,2021.0,2019.0,2018.0,2016.0,2015.0,2014.0,2008.0,2020.0,2018.0,2019.0,2017.0,2016.0,2012.0,2008.0,2014.0,2015.0,2019.0,2020.0,2017.0,2018.0,2015.0,2016.0,2013.0,2019.0,2020.0,2017.0,2018.0,2016.0,2015.0,2014.0,2019.0,2018.0,2020.0,2017.0,2016.0,2011.0,2015.0,2009.0,2020.0,2016.0,2019.0,2017.0,2018.0,2015.0,2014.0,2017.0,2020.0,2019.0,2018.0,2016.0,2015.0,2014.0,2020.0,2016.0,2019.0,2018.0,2017.0,2013.0,2015.0,2014.0,2019.0,2018.0,2020.0,2017.0,2015.0,2016.0,2013.0,2011.0,2014.0,2017.0,2018.0,2020.0,2019.0,2016.0,2011.0,2015.0,2014.0,2013.0,2017.0,2019.0,2018.0,2020.0,2016.0,2013.0,2012.0,2014.0,2015.0,2010.0,2009.0,2016.0,2018.0,2017.0,2020.0,2019.0,2015.0,2014.0,2012.0,2013.0],\n",
       "\"count\":[228.0,72.0,117.0,162.0,130.0,44.0,1.0,2.0,1.0,117.0,88.0,159.0,84.0,16.0,1.0,1.0,2.0,4.0,179.0,152.0,140.0,175.0,5.0,17.0,1.0,171.0,188.0,95.0,118.0,22.0,5.0,2.0,159.0,101.0,173.0,88.0,13.0,1.0,7.0,1.0,167.0,19.0,175.0,95.0,78.0,7.0,1.0,80.0,156.0,169.0,157.0,29.0,8.0,1.0,144.0,41.0,145.0,169.0,115.0,1.0,2.0,1.0,136.0,127.0,178.0,119.0,7.0,48.0,2.0,1.0,1.0,131.0,192.0,173.0,204.0,52.0,11.0,15.0,4.0,3.0,88.0,272.0,160.0,158.0,46.0,2.0,1.0,5.0,4.0,1.0,1.0,96.0,190.0,118.0,175.0,222.0,23.0,6.0,1.0,2.0]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":900.0,\n",
       "\"height\":700.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_gradient\",\n",
       "\"high\":\"#E65100\",\n",
       "\"low\":\"#FFF3E0\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"year\",\n",
       "\"y\":\"month\",\n",
       "\"fill\":\"count\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"width\":0.9,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"tile\",\n",
       "\"height\":0.9,\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"panel_grid\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"panel_background\":{\n",
       "\"blank\":true\n",
       "}\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"okA6wS\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(\n",
    "    df_split_date\n",
    "        .groupBy { year and month }.count() // counting how many titles were added by year and month\n",
    "        .convert { month }.toStr() // converting month to String for rendering\n",
    "        .toMap()\n",
    "    ) + \n",
    "    geomTile(height = 0.9, width = 0.9) { x = \"year\"; y=\"month\"; fill=\"count\" } +\n",
    "    theme(panelBackground = elementBlank(),panelGrid = elementBlank()) +\n",
    "    scaleFillGradient(low = \"#FFF3E0\", high = \"#E65100\") +\n",
    "    ggtitle(\"Content additions by month and year\") +\n",
    "    ggsize(900, 700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Actors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section, let's take a look at the actors and directors who make the content. First, let's determine the average number of actors in titles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410212\"></table>\n",
       "\n",
       "<p>... showing only top 20 of 7777 rows</p><p>DataFrame: rowsCount = 7777, columnsCount = 13</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s1\",\"s2\",\"s3\",\"s4\",\"s5\",\"s6\",\"s7\",\"s8\",\"s9\",\"s10\",\"s11\",\"s12\",\"s13\",\"s14\",\"s15\",\"s16\",\"s17\",\"s18\",\"s19\",\"s20\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"TV Show\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"TV Show\",\"TV Show\",\"Movie\",\"Movie\",\"Movie\",\"TV Show\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"3%\",\"7:19\",\"23:59\",\"9\",\"21\",\"46\",\"122\",\"187\",\"706\",\"1920\",\"1922\",\"1983\",\"1994\",\"2,215\",\"3022\",\"Oct-01\",\"Feb-09\",\"22-Jul\",\"15-Aug\",\"&#39;89\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Jorge Michel Grau\",\"Gilbert Chan\",\"Shane Acker\",\"Robert Luketic\",\"Serdar Akar\",\"Yasir Al Yasiri\",\"Kevin Reynolds\",\"Shravan Kumar\",\"Vikram Bhatt\",\"Zak Hilditch\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Diego Enrique Osorno\",\"Nottapon Boonprakob\",\"John Suits\",\"Kunle Afolayan\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Paul Greengrass\",\"Swapnaneel Jayakar\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cast: List<String>\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Jo&#227;o Miguel\\nBianca Comparato\\nMichel Gomes\\nRodolfo Valente\\nVaneza Oliveira\\nRafael Lozano\\nViviane Porto\\nMel Fronckowiak\\nSergio Mamberti\\nZez&#233; Motta\\nCelso Frateschi\\\"><span class=\\\"structural\\\">[</span>Jo&#227;o Miguel<span class=\\\"structural\\\">, </span>Bianca Comparato<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Demi&#225;n Bichir\\nH&#233;ctor Bonilla\\nOscar Serrano\\nAzalia Ortiz\\nOctavio Michel\\nCarmen Beato\\\"><span class=\\\"structural\\\">[</span>Demi&#225;n Bichir<span class=\\\"structural\\\">, </span>H&#233;ctor Bonilla<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Tedd Chan\\nStella Chung\\nHenley Hii\\nLawrence Koh\\nTommy Kuan\\nJosh Lai\\nMark Lee\\nSusan Leong\\nBenjamin Lim\\\"><span class=\\\"structural\\\">[</span>Tedd Chan<span class=\\\"structural\\\">, </span>Stella Chung<span class=\\\"structural\\\">, </span>Henle<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Elijah Wood\\nJohn C. Reilly\\nJennifer Connelly\\nChristopher Plummer\\nCrispin Glover\\nMartin Landau\\nFred Tatasciore\\nAlan Oppenheimer\\nTom Kane\\\"><span class=\\\"structural\\\">[</span>Elijah Wood<span class=\\\"structural\\\">, </span>John C. Reilly<span class=\\\"structural\\\">, </span>J<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Jim Sturgess\\nKevin Spacey\\nKate Bosworth\\nAaron Yoo\\nLiza Lapira\\nJacob Pitts\\nLaurence Fishburne\\nJack McGee\\nJosh Gad\\nSam Golzari\\nHelen Carey\\nJack Gilpin\\\"><span class=\\\"structural\\\">[</span>Jim Sturgess<span class=\\\"structural\\\">, </span>Kevin Spacey<span class=\\\"structural\\\">, </span>Ka<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Erdal Be&#351;ik&#231;io&#287;lu\\nYasemin Allen\\nMelis Birkan\\nSayg&#305;n Soysal\\nBerkan &#350;al\\nMetin Belgin\\nAy&#231;a Eren\\nSelin Uludo&#287;an\\n&#214;zay Fecht\\nSuna Y&#305;ld&#305;zo&#287;lu\\\"><span class=\\\"structural\\\">[</span>Erdal Be&#351;ik&#231;io&#287;lu<span class=\\\"structural\\\">, </span>Yasemin Allen<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Amina Khalil\\nAhmed Dawood\\nTarek Lotfy\\nAhmed El Fishawy\\nMahmoud Hijazi\\nJihane Khalil\\nAsmaa Galal\\nTara Emad\\\"><span class=\\\"structural\\\">[</span>Amina Khalil<span class=\\\"structural\\\">, </span>Ahmed Dawood<span class=\\\"structural\\\">, </span>Ta<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Samuel L. Jackson\\nJohn Heard\\nKelly Rowan\\nClifton Collins Jr.\\nTony Plana\\\"><span class=\\\"structural\\\">[</span>Samuel L. Jackson<span class=\\\"structural\\\">, </span>John Heard<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Divya Dutta\\nAtul Kulkarni\\nMohan Agashe\\nAnupam Shyam\\nRaayo S. Bakhirta\\nYashvit Sancheti\\nGreeva Kansara\\nArchan Trivedi\\nRajiv Pathak\\\"><span class=\\\"structural\\\">[</span>Divya Dutta<span class=\\\"structural\\\">, </span>Atul Kulkarni<span class=\\\"structural\\\">, </span>Mo<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Rajneesh Duggal\\nAdah Sharma\\nIndraneil Sengupta\\nAnjori Alagh\\nRajendranath Zutshi\\nVipin Sharma\\nAmin Hajee\\nShri Vallabh Vyas\\\"><span class=\\\"structural\\\">[</span>Rajneesh Duggal<span class=\\\"structural\\\">, </span>Adah Sharma<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Thomas Jane\\nMolly Parker\\nDylan Schmid\\nKaitlyn Bernard\\nBob Frazer\\nBrian d&#39;Arcy James\\nNeal McDonough\\\"><span class=\\\"structural\\\">[</span>Thomas Jane<span class=\\\"structural\\\">, </span>Molly Parker<span class=\\\"structural\\\">, </span>Dyl<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Robert Wi&#281;ckiewicz\\nMaciej Musia&#322;\\nMichalina Olsza&#324;ska\\nAndrzej Chyra\\nClive Russell\\nZofia Wich&#322;acz\\nEdyta Olsz&#243;wka\\nMateusz Ko&#347;ciukiewicz\\nEwa B&#322;aszczyk\\nVu Le Hong\\nTomasz W&#322;osok\\nKrzysztof Wach\\\"><span class=\\\"structural\\\">[</span>Robert Wi&#281;ckiewicz<span class=\\\"structural\\\">, </span>Maciej Musia&#322;<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">[ ]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Artiwara Kongmalai\\\"><span class=\\\"structural\\\">[</span>Artiwara Kongmalai<span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Omar Epps\\nKate Walsh\\nMiranda Cosgrove\\nAngus Macfadyen\\nJorja Fox\\nEnver Gjokaj\\nHaaz Sleiman\\\"><span class=\\\"structural\\\">[</span>Omar Epps<span class=\\\"structural\\\">, </span>Kate Walsh<span class=\\\"structural\\\">, </span>Miranda<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Sadiq Daba\\nDavid Bailie\\nKayode Olaiya\\nKehinde Bankole\\nFabian Adeoye Lojede\\nNick Rhys\\nKunle Afolayan\\nColin David Reese\\nIbrahim Shatta\\nFemi Adebayo\\nKanayo O. Kanayo\\nLawrence Stubbings\\nAdemola Adedoyin\\\"><span class=\\\"structural\\\">[</span>Sadiq Daba<span class=\\\"structural\\\">, </span>David Bailie<span class=\\\"structural\\\">, </span>Kayo<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Shahd El Yaseen\\nShaila Sabt\\nHala\\nHanadi Al-Kandari\\nSalma Salem\\nIbrahim Al-Harbi\\nMahmoud Boushahri\\nYousef Al Balushi\\nGhorour\\nAbdullah Al-bloshi\\\"><span class=\\\"structural\\\">[</span>Shahd El Yaseen<span class=\\\"structural\\\">, </span>Shaila Sabt<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Anders Danielsen Lie\\nJon &#216;igarden\\nJonas Strand Gravli\\nOla G. Furuseth\\nMaria Bock\\nThorbj&#248;rn Harr\\nJaden Smith\\\"><span class=\\\"structural\\\">[</span>Anders Danielsen Lie<span class=\\\"structural\\\">, </span>Jon &#216;iga<span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Rahul Pethe\\nMrunmayee Deshpande\\nAdinath Kothare\\nVaibhav Mangale\\nJaywant Wadkar\\nSatish Pulekar\\nNaina Apte\\nUday Tikekar\\\"><span class=\\\"structural\\\">[</span>Rahul Pethe<span class=\\\"structural\\\">, </span>Mrunmayee Deshpande<span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\">]</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Lee Dixon\\nIan Wright\\nPaul Merson\\\"><span class=\\\"structural\\\">[</span>Lee Dixon<span class=\\\"structural\\\">, </span>Ian Wright<span class=\\\"structural\\\">, </span>Paul Merson<span class=\\\"structural\\\">]</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"Brazil\",\"Mexico\",\"Singapore\",\"United States\",\"United States\",\"Turkey\",\"Egypt\",\"United States\",\"India\",\"India\",\"United States\",\"Poland, United States\",\"Mexico\",\"Thailand\",\"United States\",\"Nigeria\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Norway, Iceland, United States\",\"India\",\"United Kingdom\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.Instant\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2020-08-14T00:00:00Z\",\"2016-12-23T00:00:00Z\",\"2018-12-20T00:00:00Z\",\"2017-11-16T00:00:00Z\",\"2020-01-01T00:00:00Z\",\"2017-07-01T00:00:00Z\",\"2020-06-01T00:00:00Z\",\"2019-11-01T00:00:00Z\",\"2019-04-01T00:00:00Z\",\"2017-12-15T00:00:00Z\",\"2017-10-20T00:00:00Z\",\"2018-11-30T00:00:00Z\",\"2019-05-17T00:00:00Z\",\"2019-03-01T00:00:00Z\",\"2020-03-19T00:00:00Z\",\"2019-09-01T00:00:00Z\",\"2019-03-20T00:00:00Z\",\"2018-10-10T00:00:00Z\",\"2019-03-29T00:00:00Z\",\"2018-05-16T00:00:00Z\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1997</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2014</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String?\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-MA\",\"R\",\"PG-13\",\"PG-13\",\"TV-MA\",\"TV-MA\",\"R\",\"TV-14\",\"TV-MA\",\"TV-MA\",\"TV-MA\",\"TV-MA\",\"TV-MA\",\"R\",\"TV-14\",\"TV-14\",\"R\",\"TV-14\",\"TV-PG\"] }, \n",
       "{ name: \"<span title=\\\"duration: String\\\">duration</span>\", children: [], rightAlign: false, values: [\"4 Seasons\",\"93 min\",\"78 min\",\"80 min\",\"123 min\",\"1 Season\",\"95 min\",\"119 min\",\"118 min\",\"143 min\",\"103 min\",\"1 Season\",\"1 Season\",\"89 min\",\"91 min\",\"149 min\",\"1 Season\",\"144 min\",\"124 min\",\"87 min\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, TV Dramas, TV Sci-Fi &#38; Fantasy\\\">International TV Shows, TV Dramas, TV<span class=\\\"structural\\\">...</span></span>\",\"Dramas, International Movies\",\"Horror Movies, International Movies\",\"<span class=\\\"formatted\\\" title=\\\"Action &#38; Adventure, Independent Movies, Sci-Fi &#38; Fantasy\\\">Action &#38; Adventure, Independent Movie<span class=\\\"structural\\\">...</span></span>\",\"Dramas\",\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, TV Dramas, TV Mysteries\\\">International TV Shows, TV Dramas, TV<span class=\\\"structural\\\">...</span></span>\",\"Horror Movies, International Movies\",\"Dramas\",\"Horror Movies, International Movies\",\"<span class=\\\"formatted\\\" title=\\\"Horror Movies, International Movies, Thrillers\\\">Horror Movies, International Movies, <span class=\\\"structural\\\">...</span></span>\",\"Dramas, Thrillers\",\"<span class=\\\"formatted\\\" title=\\\"Crime TV Shows, International TV Shows, TV Dramas\\\">Crime TV Shows, International TV Show<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Crime TV Shows, Docuseries, International TV Shows\\\">Crime TV Shows, Docuseries, Internati<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Documentaries, International Movies, Sports Movies\\\">Documentaries, International Movies, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Independent Movies, Sci-Fi &#38; Fantasy, Thrillers\\\">Independent Movies, Sci-Fi &#38; Fantasy,<span class=\\\"structural\\\">...</span></span>\",\"Dramas, International Movies, Thrillers\",\"International TV Shows, TV Dramas\",\"Dramas, Thrillers\",\"Comedies, Dramas, Independent Movies\",\"Sports Movies\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"In a future where the elite inhabit an island paradise far from the crowded slums, you get one chance to join the 3% saved from squalor.\\\">In a future where the elite inhabit a<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After a devastating earthquake hits Mexico City, trapped survivors from all walks of life wait to be rescued while trying desperately to stay alive.\\\">After a devastating earthquake hits M<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When an army recruit is found dead, his fellow soldiers are forced to confront a terrifying secret that&#39;s haunting their jungle island training camp.\\\">When an army recruit is found dead, h<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"In a postapocalyptic world, rag-doll robots hide in fear from dangerous machines out to exterminate them, until a brave newcomer joins the group.\\\">In a postapocalyptic world, rag-doll <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A brilliant group of students become card-counting experts with the intent of swindling millions out of Las Vegas casinos by playing blackjack.\\\">A brilliant group of students become <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A genetics professor experiments with a treatment for his comatose sister that blends medical and shamanic cures, but unlocks a shocking side effect.\\\">A genetics professor experiments with<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After an awful accident, a couple admitted to a grisly hospital are separated and must find each other to escape &#8212; before death finds them.\\\">After an awful accident, a couple adm<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After one of his high school students attacks him, dedicated teacher Trevor Garfield grows weary of the gang warfare in the New York City school system and moves to California to teach there, thinking it must be a less hostile environment.\\\">After one of his high school students<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When a doctor goes missing, his psychiatrist wife treats the bizarre medical condition of a psychic patient, who knows much more than he&#39;s leading on.\\\">When a doctor goes missing, his psych<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"An architect and his wife move into a castle that is slated to become a luxury hotel. But something inside is determined to stop the renovation.\\\">An architect and his wife move into a<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A farmer pens a confession admitting to his wife&#39;s murder, but her death is just the beginning of a macabre tale. Based on Stephen King&#39;s novella.\\\">A farmer pens a confession admitting <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"In this dark alt-history thriller, a na&#239;ve law student and a world-weary detective uncover a conspiracy that has tyrannized Poland for decades.\\\">In this dark alt-history thriller, a <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Archival video and new interviews examine Mexican politics in 1994, a year marked by the rise of the EZLN and the assassination of Luis Donaldo Colosio.\\\">Archival video and new interviews exa<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"This intimate documentary follows rock star Artiwara Kongmalai on his historic, 2,215-kilometer charity run across Thailand in 2017.\\\">This intimate documentary follows roc<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Stranded when the Earth is suddenly destroyed in a mysterious cataclysm, the astronauts aboard a marooned space station slowly lose their minds.\\\">Stranded when the Earth is suddenly d<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Against the backdrop of Nigeria&#39;s looming independence from Britain, detective Danladi Waziri races to capture a killer terrorizing local women.\\\">Against the backdrop of Nigeria&#39;s loo<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"As a psychology professor faces Alzheimer&#39;s, his daughter and her three close female friends experience romance, marriage, heartbreak and tragedy.\\\">As a psychology professor faces Alzhe<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After devastating terror attacks in Norway, a young survivor, grieving families and the country rally for justice and healing. Based on a true story.\\\">After devastating terror attacks in N<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"On India&#39;s Independence Day, a zany mishap in a Mumbai chawl disrupts a young love story while compelling the residents to unite in aid of a little boy.\\\">On India&#39;s Independence Day, a zany m<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Mixing old footage with interviews, this is the story of Arsenal&#39;s improbable win versus Liverpool in the final moments of the 1989 championship game.\\\">Mixing old footage with interviews, t<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"size_cast: Int\\\">size_cast</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">11</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">6</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">9</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">9</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">12</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">10</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">9</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">12</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">13</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">10</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">7</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\"] }, \n",
       "], id: 1023410212, rootId: 1023410212, totalRows: 7777 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410212) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// splitting cast and couting number of actors\n",
    "val cast_df = df\n",
    "    .split { cast }.by(',').inplace()\n",
    "    .add(\"size_cast\") { \"cast\"<List<String>>().size }\n",
    "    .convert { date_added } // Since we need the time in milliseconds since epoch for the plots, let's convert date_added to an Instant\n",
    "            .with { it.atStartOfDayIn(TimeZone.UTC) }  \n",
    "cast_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"g2nSh7\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Number of people on cast\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
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       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_gradient\",\n",
       "\"high\":\"#006064\",\n",
       "\"low\":\"#E0F7FA\"\n",
       "},{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"actors\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"size_cast\",\n",
       "\"fill\":\"..count..\"\n",
       "},\n",
       "\"stat\":\"bin\",\n",
       "\"bins\":50.0,\n",
       "\"show_legend\":false,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"..count..\":[718.0,826.0,185.0,170.0,247.0,332.0,577.0,526.0,1057.0,623.0,1237.0,400.0,252.0,156.0,105.0,105.0,65.0,36.0,33.0,22.0,23.0,11.0,9.0,7.0,7.0,13.0,3.0,6.0,1.0,2.0,1.0,1.0,3.0,3.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,1.0,0.0,1.0,0.0,0.0,3.0,0.0,0.0,2.0],\n",
       "\"size_cast\":[-0.18599999999999994,0.8420000000000001,1.87,2.898,3.926,4.954000000000001,5.982,7.01,8.038,9.066,10.094000000000001,11.122,12.15,13.178,14.206,15.234,16.262,17.29,18.318,19.346,20.374000000000002,21.402,22.43,23.458000000000002,24.486,25.514,26.542,27.57,28.598,29.626,30.654,31.682000000000002,32.71,33.738,34.766,35.794000000000004,36.822,37.85,38.878,39.906,40.934000000000005,41.962,42.99,44.018,45.046,46.074,47.102000000000004,48.13,49.158,50.186]\n",
       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"column\":\"date_added\",\n",
       "\"type\":\"datetime\"\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"g2nSh7\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(cast_df.toMap()) +\n",
    "    geomHistogram(bins = 50, showLegend = false) { x = \"size_cast\"; fill=\"..count..\" } +\n",
    "    scaleFillGradient(low = \"#E0F7FA\", high = \"#006064\") +\n",
    "    xlab(\"actors\") +\n",
    "    ggtitle(\"Number of people on cast\") +\n",
    "    ggsize(950, 650)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It can be seen that usually 8-9 people are included in the cast.\n",
    "\n",
    "But what about who exactly is involved in creating the content? Let's take a look at these actors and how many times they took part in movies and shows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410213\"></table>\n",
       "\n",
       "<p>... showing only top 20 of 32847 rows</p><p>DataFrame: rowsCount = 32847, columnsCount = 2</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"Anupam Kher\",\"Shah Rukh Khan\",\"Naseeruddin Shah\",\"Om Puri\",\"Takahiro Sakurai\",\"Akshay Kumar\",\"Boman Irani\",\"Amitabh Bachchan\",\"Paresh Rawal\",\"Yuki Kaji\",\"Kareena Kapoor\",\"John Cleese\",\"Vincent Tong\",\"Andrea Libman\",\"Tara Strong\",\"Ashleigh Ball\",\"Ajay Devgn\",\"Nawazuddin Siddiqui\",\"Samuel L. Jackson\",\"Kay Kay Menon\"] }, \n",
       "{ name: \"<span title=\\\"count: Int\\\">count</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">42</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">35</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">27</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">27</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">27</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">27</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">25</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">24</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">24</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">24</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">22</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">22</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">20</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">20</span></span>\"] }, \n",
       "], id: 1023410213, rootId: 1023410213, totalRows: 32847 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410213) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// counting the participation of each actor\n",
    "val actors_df = cast_df.cast.explode().valueCounts()\n",
    "actors_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"hHZXp3\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Top 30 actors\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"flip\",\n",
       "\"flip\":true\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":950.0,\n",
       "\"height\":900.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_hue\"\n",
       "},{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"cast\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"boundary\":1.0,\n",
       "\"mapping\":{\n",
       "\"x\":\"cast\",\n",
       "\"y\":\"count\",\n",
       "\"fill\":\"cast\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#E8F5E9\",\n",
       "\"sampling\":{\n",
       "\"n\":30.0,\n",
       "\"name\":\"pick\"\n",
       "},\n",
       "\"show_legend\":false,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"cast\":[\"Anupam Kher\",\"Shah Rukh Khan\",\"Naseeruddin Shah\",\"Om Puri\",\"Takahiro Sakurai\",\"Akshay Kumar\",\"Boman Irani\",\"Amitabh Bachchan\",\"Paresh Rawal\",\"Yuki Kaji\",\"Kareena Kapoor\",\"John Cleese\",\"Vincent Tong\",\"Andrea Libman\",\"Tara Strong\",\"Ashleigh Ball\",\"Ajay Devgn\",\"Nawazuddin Siddiqui\",\"Samuel L. Jackson\",\"Kay Kay Menon\",\"Salman Khan\",\"Daisuke Ono\",\"Nicolas Cage\",\"Fred Tatasciore\",\"Gulshan Grover\",\"Adam Sandler\",\"Erin Fitzgerald\",\"Ai Kayano\",\"Yashpal Sharma\",\"David Attenborough\"],\n",
       "\"count\":[42.0,35.0,30.0,30.0,29.0,29.0,27.0,27.0,27.0,27.0,25.0,24.0,24.0,24.0,22.0,22.0,21.0,21.0,20.0,20.0,20.0,20.0,20.0,19.0,19.0,19.0,18.0,18.0,18.0,18.0]\n",
       "}\n",
       "}],\n",
       "\"computation_messages\":[\"sampling_pick(n=30) was applied to [histogram/identity stat] layer\"]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"hHZXp3\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(actors_df.toMap()) +\n",
    "    geomHistogram(\n",
    "        stat = Stat.identity, sampling = samplingPick(30), color = \"#E8F5E9\", boundary = 1.0, showLegend = false\n",
    "    ) { x=\"cast\"; y=\"count\"; fill=\"cast\" } +\n",
    "    coordFlip() +\n",
    "    scaleFillHue() +\n",
    "    xlab(\"cast\") +\n",
    "    ggtitle(\"Top 30 actors\") +\n",
    "    ggsize(950, 900)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anupam Kher is definitely in the lead with 42 titles. Now we will split the castes for participation in movies or shows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410214\"></table>\n",
       "\n",
       "<p>DataRow: index = 0, columnsCount = 2</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"TV Show: DataFrame\\\">TV Show</span>\", children: [], rightAlign: false, values: [{ frameId: 1023410215, value: \"<b>DataFrame 13538 x 2</b>\" }] }, \n",
       "{ name: \"<span title=\\\"Movie: DataFrame\\\">Movie</span>\", children: [], rightAlign: false, values: [{ frameId: 1023410216, value: \"<b>DataFrame 23049 x 2</b>\" }] }, \n",
       "], id: 1023410214, rootId: 1023410214, totalRows: 1 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"Takahiro Sakurai\",\"Yuki Kaji\",\"Ai Kayano\",\"Daisuke Ono\",\"Junichi Suwabe\"] }, \n",
       "{ name: \"<span title=\\\"count: Int\\\">count</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">22</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">17</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">16</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">16</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">15</span></span>\"] }, \n",
       "], id: 1023410215, rootId: 1023410214, totalRows: 13538 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"Anupam Kher\",\"Shah Rukh Khan\",\"Naseeruddin Shah\",\"Om Puri\",\"Akshay Kumar\"] }, \n",
       "{ name: \"<span title=\\\"count: Int\\\">count</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">41</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">35</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\"] }, \n",
       "], id: 1023410216, rootId: 1023410214, totalRows: 23049 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410214) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val actors = cast_df.pivot { type }.aggregate {\n",
    "    cast.explode().valueCounts()\n",
    "}\n",
    "actors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"UZ7viH\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"kind\":\"ggbunch\",\n",
       "\"items\":[{\n",
       "\"x\":0,\n",
       "\"width\":500,\n",
       "\"y\":0,\n",
       "\"feature_spec\":{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Top 30 actors in Shows\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"flip\",\n",
       "\"flip\":true\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_gradient\",\n",
       "\"high\":\"#ECEFF1\",\n",
       "\"low\":\"#263238\"\n",
       "},{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"cast\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"boundary\":1.0,\n",
       "\"mapping\":{\n",
       "\"x\":\"cast\",\n",
       "\"y\":\"count\",\n",
       "\"fill\":\"cast\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#E8F5E9\",\n",
       "\"sampling\":{\n",
       "\"n\":30.0,\n",
       "\"name\":\"pick\"\n",
       "},\n",
       "\"show_legend\":false,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"cast\":[\"Takahiro Sakurai\",\"Yuki Kaji\",\"Ai Kayano\",\"Daisuke Ono\",\"Junichi Suwabe\",\"Yoshimasa Hosoya\",\"Yuichi Nakamura\",\"Jun Fukuyama\",\"David Attenborough\",\"Hiroshi Kamiya\",\"Kana Hanazawa\",\"Vincent Tong\",\"Ashleigh Ball\",\"Tomokazu Sugita\",\"Mamoru Miyano\",\"Tay Ping Hui\",\"Natsuki Hanae\",\"Katsuyuki Konishi\",\"Ryohei Kimura\",\"Miyuki Sawashiro\",\"Nobuhiko Okamoto\",\"Yoko Hikasa\",\"Eri Kitamura\",\"Kaito Ishikawa\",\"Kenjiro Tsuda\",\"Takehito Koyasu\",\"Saori Hayami\",\"Daisuke Namikawa\",\"Sayaka Ohara\",\"Johnny Yong Bosch\"],\n",
       "\"count\":[22.0,17.0,16.0,16.0,15.0,14.0,14.0,13.0,13.0,13.0,13.0,13.0,12.0,12.0,11.0,11.0,11.0,10.0,10.0,10.0,10.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0]\n",
       "}\n",
       "}],\n",
       "\"computation_messages\":[\"sampling_pick(n=30) was applied to [histogram/identity stat] layer\"]\n",
       "},\n",
       "\"height\":700\n",
       "},{\n",
       "\"x\":500,\n",
       "\"width\":500,\n",
       "\"y\":0,\n",
       "\"feature_spec\":{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Top 30 actors in Movies\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"flip\",\n",
       "\"flip\":true\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_gradient\",\n",
       "\"high\":\"#E0F7FA\",\n",
       "\"low\":\"#006064\"\n",
       "},{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"cast\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"boundary\":1.0,\n",
       "\"mapping\":{\n",
       "\"x\":\"cast\",\n",
       "\"y\":\"count\",\n",
       "\"fill\":\"cast\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#E8F5E9\",\n",
       "\"sampling\":{\n",
       "\"n\":30.0,\n",
       "\"name\":\"pick\"\n",
       "},\n",
       "\"show_legend\":false,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"cast\":[\"Anupam Kher\",\"Shah Rukh Khan\",\"Naseeruddin Shah\",\"Om Puri\",\"Akshay Kumar\",\"Boman Irani\",\"Amitabh Bachchan\",\"Paresh Rawal\",\"Kareena Kapoor\",\"Ajay Devgn\",\"Kay Kay Menon\",\"Salman Khan\",\"Nawazuddin Siddiqui\",\"Samuel L. Jackson\",\"Gulshan Grover\",\"Adam Sandler\",\"John Cleese\",\"Nicolas Cage\",\"Yashpal Sharma\",\"Anil Kapoor\",\"James Franco\",\"Jackie Shroff\",\"Asrani\",\"Aamir Khan\",\"Priyanka Chopra\",\"Saif Ali Khan\",\"Rajpal Yadav\",\"Amrish Puri\",\"Manoj Joshi\",\"Hassan Hosny\"],\n",
       "\"count\":[41.0,35.0,30.0,30.0,29.0,27.0,27.0,27.0,25.0,21.0,20.0,20.0,20.0,19.0,19.0,19.0,19.0,19.0,18.0,18.0,18.0,17.0,17.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0]\n",
       "}\n",
       "}],\n",
       "\"computation_messages\":[\"sampling_pick(n=30) was applied to [histogram/identity stat] layer\"]\n",
       "},\n",
       "\"height\":700\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"UZ7viH\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val p1 = ggplot(actors.`TV Show`.toMap()) +\n",
    "            geomHistogram(\n",
    "              stat = Stat.identity, sampling = samplingPick(30), color = \"#E8F5E9\", boundary = 1.0, showLegend = false\n",
    "            ) { x=\"cast\"; y=\"count\"; fill=\"cast\" } +\n",
    "             coordFlip() +\n",
    "            scaleFillGradient(low = \"#263238\", high = \"#ECEFF1\") +\n",
    "            xlab(\"cast\") +\n",
    "            ggtitle(\"Top 30 actors in Shows\")\n",
    "\n",
    "val p2 = ggplot(actors.Movie.toMap()) +\n",
    "            geomHistogram(\n",
    "              stat = Stat.identity, sampling = samplingPick(30), color = \"#E8F5E9\", boundary = 1.0, showLegend = false\n",
    "            ) { x=\"cast\"; y=\"count\"; fill=\"cast\" } +\n",
    "             coordFlip() +\n",
    "            scaleFillGradient(low = \"#006064\", high = \"#E0F7FA\") +\n",
    "            xlab(\"cast\") +\n",
    "            ggtitle(\"Top 30 actors in Movies\")\n",
    "\n",
    "GGBunch()\n",
    "    .addPlot(p1, 0, 0, 500, 700)\n",
    "    .addPlot(p2, 500, 0, 500, 700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How about directors? Let's see the top 10 directors with more appearence on Netflix catalog."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "val directors_df = df.valueCounts { director }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"wdjJkv\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Top 10 directors\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"flip\",\n",
       "\"flip\":true\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":850.0,\n",
       "\"height\":500.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_hue\"\n",
       "},{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"Name\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"boundary\":1.0,\n",
       "\"mapping\":{\n",
       "\"x\":\"director\",\n",
       "\"y\":\"count\",\n",
       "\"fill\":\"director\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"color\":\"#E8F5E9\",\n",
       "\"sampling\":{\n",
       "\"n\":10.0,\n",
       "\"name\":\"pick\"\n",
       "},\n",
       "\"show_legend\":false,\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"histogram\",\n",
       "\"data\":{\n",
       "\"director\":[\"Raúl Campos, Jan Suter\",\"Marcus Raboy\",\"Jay Karas\",\"Cathy Garcia-Molina\",\"Youssef Chahine\",\"Martin Scorsese\",\"Jay Chapman\",\"Steven Spielberg\",\"David Dhawan\",\"Kunle Afolayan\"],\n",
       "\"count\":[18.0,16.0,14.0,13.0,12.0,12.0,12.0,10.0,9.0,8.0]\n",
       "}\n",
       "}],\n",
       "\"computation_messages\":[\"sampling_pick(n=10) was applied to [histogram/identity stat] layer\"]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"wdjJkv\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(directors_df.toMap()) +\n",
    "    geomHistogram(\n",
    "            stat = Stat.identity, sampling = samplingPick(10), color = \"#E8F5E9\", boundary = 1.0, showLegend = false\n",
    "        ) { x = \"director\"; y = \"count\"; fill = \"director\"} +\n",
    "        scaleFillHue() +\n",
    "        coordFlip() +\n",
    "        xlab(\"Name\") +\n",
    "        ggtitle(\"Top 10 directors\") +\n",
    "        ggsize(850, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These people work very productively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Countries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will examine the distribution of content by country.\n",
    "\n",
    "We need to do some small manipulations to render map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "val factory = ShapefileDataStoreFactory()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "val worldFeatures : SimpleFeatureCollection = with(\"naturalearth_lowres\") {\n",
    "    val url = \"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/shp/${this}/${this}.shp\"\n",
    "    factory.createDataStore(URL(url)).featureSource.features\n",
    "}\n",
    "\n",
    "// Convert Feature Collection to SpatialDataset.\n",
    "// Use 10 decimals to encode floating point numbers (this is the default).\n",
    "val world = worldFeatures.toSpatialDataset(10)\n",
    "val voidTheme = theme(\n",
    "    axisTitle = \"blank\",\n",
    "    axisLine = \"blank\",\n",
    "    axisTicks = \"blank\",\n",
    "    axisText = \"blank\",\n",
    ")\n",
    "val worldLimits = coordMap(ylim = -55 to 85)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's add another dataframe with country labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410217\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 5</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"India\",\"United Kingdom\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Canada\"] }, \n",
       "{ name: \"<span title=\\\"code: String\\\">code</span>\", children: [], rightAlign: false, values: [\"US\",\"IN\",\"GB\",\"Unknown\",\"CA\"] }, \n",
       "{ name: \"<span title=\\\"iso: String\\\">iso</span>\", children: [], rightAlign: false, values: [\"USA\",\"IND\",\"GBR\",\"Unknown\",\"CAN\"] }, \n",
       "{ name: \"<span title=\\\"lat: Double\\\">lat</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">39.783730</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">22.351115</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">54.702355</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">51.146139</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">61.066692</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"lon: Double\\\">lon</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">-100.445883</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">78.667743</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">-3.276575</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">12.233285</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">-107.991707</span></span>\"] }, \n",
       "], id: 1023410217, rootId: 1023410217, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410217) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val countries = DataFrame.readCSV(\"country_codes.csv\")\n",
    "countries.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410218\"></table>\n",
       "\n",
       "<p>... showing only top 20 of 68 rows</p><p>DataFrame: rowsCount = 68, columnsCount = 6</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"India\",\"United Kingdom\",\"Japan\",\"South Korea\",\"Canada\",\"Spain\",\"France\",\"Egypt\",\"Mexico\",\"Turkey\",\"Australia\",\"Taiwan\",\"Brazil\",\"Philippines\",\"Nigeria\",\"Indonesia\",\"Germany\",\"Thailand\",\"China\"] }, \n",
       "{ name: \"<span title=\\\"count: Int\\\">count</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2549</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">923</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">396</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">225</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">183</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">177</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">134</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">115</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">101</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">100</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">100</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">82</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">78</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">72</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">71</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">70</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">70</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">61</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">57</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">57</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"code: String?\\\">code</span>\", children: [], rightAlign: false, values: [\"US\",\"IN\",\"GB\",\"JP\",\"KR\",\"CA\",\"ES\",\"FR\",\"EG\",\"MX\",\"TR\",\"AU\",\"TW\",\"BR\",\"PH\",\"NG\",\"ID\",\"DE\",\"TH\",\"CN\"] }, \n",
       "{ name: \"<span title=\\\"iso: String\\\">iso</span>\", children: [], rightAlign: false, values: [\"USA\",\"IND\",\"GBR\",\"JPN\",\"KOR\",\"CAN\",\"ESP\",\"FRA\",\"EGY\",\"MEX\",\"TUR\",\"AUS\",\"TWN\",\"BRA\",\"PHL\",\"NGA\",\"IDN\",\"DEU\",\"THA\",\"CHN\"] }, \n",
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       "], id: 1023410218, rootId: 1023410218, totalRows: 68 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410218) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// counting number of titles by county and joining them with country codes dataframe\n",
    "val df_country = df.valueCounts { country }.join(countries)\n",
    "df_country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"axis_ticks\":\"blank\",\n",
       "\"axis_title\":\"blank\",\n",
       "\"axis_text\":\"blank\",\n",
       "\"axis_line\":\"blank\"\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"SWiHgL\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot() +\n",
    "    geomMap(data = df_country.toMap(), map = world, mapJoin = \"iso\" to \"iso_a3\", color = \"white\") { fill=\"count\" } +\n",
    "    scaleFillGradient(low = \"#FFF3E0\", high = \"#E65100\", name = \"Number of Titles\") +\n",
    "    ggsize(1000, 800) + voidTheme + worldLimits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The map clearly shows where the content is mainly produced and gets to Netflix. Let's take a closer look at the top of such countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"96Nc8G\"></div>\n",
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       "           var plotSpec={\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Top 10 Countries\"\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"country\":[\"United States\",\"India\",\"United Kingdom\",\"Japan\",\"South Korea\",\"Canada\",\"Spain\",\"France\",\"Egypt\",\"Mexico\"],\n",
       "\"count\":[2549.0,923.0,396.0,225.0,183.0,177.0,134.0,115.0,101.0,100.0]\n",
       "},\n",
       "\"ggsize\":{\n",
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       "},\n",
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       "\"scales\":[],\n",
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       "},\n",
       "\"stat\":\"identity\",\n",
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       "\"fill\":\"#00796B\",\n",
       "\"data\":{\n",
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       "           var plotContainer = document.getElementById(\"96Nc8G\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df_country[0..9].sortByDesc { count }.toMap()) +\n",
    "    geomBar(stat = Stat.identity, fill = \"#00796B\") { x=\"country\"; y=\"count\" } +\n",
    "    ggtitle(\"Top 10 Countries\") +\n",
    "    ggsize(900, 450)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Duration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How long does the content usually last to keep the viewer?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410219\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 12</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"show_id: String\\\">show_id</span>\", children: [], rightAlign: false, values: [\"s1\",\"s2\",\"s3\",\"s4\",\"s5\"] }, \n",
       "{ name: \"<span title=\\\"type: String\\\">type</span>\", children: [], rightAlign: false, values: [\"TV Show\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"] }, \n",
       "{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"3%\",\"7:19\",\"23:59\",\"9\",\"21\"] }, \n",
       "{ name: \"<span title=\\\"director: String?\\\">director</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"Jorge Michel Grau\",\"Gilbert Chan\",\"Shane Acker\",\"Robert Luketic\"] }, \n",
       "{ name: \"<span title=\\\"cast: String\\\">cast</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"Jo&#227;o Miguel, Bianca Comparato, Michel Gomes, Rodolfo Valente, Vaneza Oliveira, Rafael Lozano, Viviane Porto, Mel Fronckowiak, Sergio Mamberti, Zez&#233; Motta, Celso Frateschi\\\">Jo&#227;o Miguel, Bianca Comparato, Michel<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Demi&#225;n Bichir, H&#233;ctor Bonilla, Oscar Serrano, Azalia Ortiz, Octavio Michel, Carmen Beato\\\">Demi&#225;n Bichir, H&#233;ctor Bonilla, Oscar <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Tedd Chan, Stella Chung, Henley Hii, Lawrence Koh, Tommy Kuan, Josh Lai, Mark Lee, Susan Leong, Benjamin Lim\\\">Tedd Chan, Stella Chung, Henley Hii, <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Elijah Wood, John C. Reilly, Jennifer Connelly, Christopher Plummer, Crispin Glover, Martin Landau, Fred Tatasciore, Alan Oppenheimer, Tom Kane\\\">Elijah Wood, John C. Reilly, Jennifer<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"Jim Sturgess, Kevin Spacey, Kate Bosworth, Aaron Yoo, Liza Lapira, Jacob Pitts, Laurence Fishburne, Jack McGee, Josh Gad, Sam Golzari, Helen Carey, Jack Gilpin\\\">Jim Sturgess, Kevin Spacey, Kate Bosw<span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"Brazil\",\"Mexico\",\"Singapore\",\"United States\",\"United States\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2020-08-14\",\"2016-12-23\",\"2018-12-20\",\"2017-11-16\",\"2020-01-01\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2020</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2016</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2011</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2009</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"rating: String\\\">rating</span>\", children: [], rightAlign: false, values: [\"TV-MA\",\"TV-MA\",\"R\",\"PG-13\",\"PG-13\"] }, \n",
       "{ name: \"<span title=\\\"duration_num: Int\\\">duration_num</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">93</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">78</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">80</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">123</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration_scale: String\\\">duration_scale</span>\", children: [], rightAlign: false, values: [\"Season\",\"min\",\"min\",\"min\",\"min\"] }, \n",
       "{ name: \"<span title=\\\"duration: DataRow\\\">duration</span>\", children: [9, 10], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"duration_num: 4\\nduration_scale: Season\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">duration_num: </span><span class=\\\"numbers\\\">4</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">duration_scale: </span><span class=\\\"structural\\\">...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"duration_num: 93\\nduration_scale: min\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">duration_num: </span><span class=\\\"numbers\\\">93</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">duration_scale:...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"duration_num: 78\\nduration_scale: min\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">duration_num: </span><span class=\\\"numbers\\\">78</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">duration_scale:...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"duration_num: 80\\nduration_scale: min\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">duration_num: </span><span class=\\\"numbers\\\">80</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">duration_scale:...</span><span class=\\\"structural\\\"> }</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"duration_num: 123\\nduration_scale: min\\\"><span class=\\\"structural\\\">{ </span><span class=\\\"structural\\\">duration_num: </span><span class=\\\"numbers\\\">123</span><span class=\\\"structural\\\">, </span><span class=\\\"structural\\\">duration_scale...</span><span class=\\\"structural\\\"> }</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"listed_in: String\\\">listed_in</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"International TV Shows, TV Dramas, TV Sci-Fi &#38; Fantasy\\\">International TV Shows, TV Dramas, TV<span class=\\\"structural\\\">...</span></span>\",\"Dramas, International Movies\",\"Horror Movies, International Movies\",\"<span class=\\\"formatted\\\" title=\\\"Action &#38; Adventure, Independent Movies, Sci-Fi &#38; Fantasy\\\">Action &#38; Adventure, Independent Movie<span class=\\\"structural\\\">...</span></span>\",\"Dramas\"] }, \n",
       "{ name: \"<span title=\\\"description: String\\\">description</span>\", children: [], rightAlign: false, values: [\"<span class=\\\"formatted\\\" title=\\\"In a future where the elite inhabit an island paradise far from the crowded slums, you get one chance to join the 3% saved from squalor.\\\">In a future where the elite inhabit a<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"After a devastating earthquake hits Mexico City, trapped survivors from all walks of life wait to be rescued while trying desperately to stay alive.\\\">After a devastating earthquake hits M<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"When an army recruit is found dead, his fellow soldiers are forced to confront a terrifying secret that&#39;s haunting their jungle island training camp.\\\">When an army recruit is found dead, h<span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"In a postapocalyptic world, rag-doll robots hide in fear from dangerous machines out to exterminate them, until a brave newcomer joins the group.\\\">In a postapocalyptic world, rag-doll <span class=\\\"structural\\\">...</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"A brilliant group of students become card-counting experts with the intent of swindling millions out of Las Vegas casinos by playing blackjack.\\\">A brilliant group of students become <span class=\\\"structural\\\">...</span></span>\"] }, \n",
       "], id: 1023410219, rootId: 1023410219, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410219) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val df_dur = df\n",
    "                .split { duration }.by(\" \").inward(\"duration_num\", \"duration_scale\") // splitting duration by time and scale inward\n",
    "                .convert { \"duration\"[\"duration_num\"] }.toInt() // converting by column path\n",
    "                .update { \"duration\"[\"duration_scale\"] }.with { if (it == \"Seasons\") \"Season\" else it }\n",
    "df_dur.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
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       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410220\"></table>\n",
       "\n",
       "<p>DataRow: index = 0, columnsCount = 2</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"TV Show: DataFrame\\\">TV Show</span>\", children: [], rightAlign: false, values: [{ frameId: 1023410221, value: \"<b>DataFrame 2400 x 2</b>\" }] }, \n",
       "{ name: \"<span title=\\\"Movie: DataFrame\\\">Movie</span>\", children: [], rightAlign: false, values: [{ frameId: 1023410222, value: \"<b>DataFrame 5377 x 2</b>\" }] }, \n",
       "], id: 1023410220, rootId: 1023410220, totalRows: 1 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"duration_num: Int\\\">duration_num</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration_scale: String\\\">duration_scale</span>\", children: [], rightAlign: false, values: [\"Season\",\"Season\",\"Season\",\"Season\",\"Season\"] }, \n",
       "], id: 1023410221, rootId: 1023410220, totalRows: 2400 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"duration_num: Int\\\">duration_num</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">93</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">78</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">80</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">123</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">95</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration_scale: String\\\">duration_scale</span>\", children: [], rightAlign: false, values: [\"min\",\"min\",\"min\",\"min\",\"min\"] }, \n",
       "], id: 1023410222, rootId: 1023410220, totalRows: 5377 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410220) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val durations = df_dur.pivot { type }.values { duration }\n",
    "durations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"nV7xLd\"></div>\n",
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       "}\n",
       "}]\n",
       "},\n",
       "\"height\":500\n",
       "},{\n",
       "\"x\":0,\n",
       "\"width\":1000,\n",
       "\"y\":500,\n",
       "\"feature_spec\":{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Number of seasons of tv show\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"duration_num\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"x\",\n",
       "\"name\":\"seasons\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count\",\n",
       "\"position\":\"stack\",\n",
       "\"geom\":\"bar\",\n",
       "\"fill\":\"#00BCD4\",\n",
       "\"data\":{\n",
       "\"duration_num\":[4.0,1.0,2.0,3.0,5.0,9.0,8.0,6.0,11.0,7.0,13.0,12.0,10.0,16.0,15.0],\n",
       "\"..count..\":[86.0,1608.0,378.0,183.0,57.0,8.0,18.0,30.0,2.0,19.0,1.0,2.0,5.0,1.0,2.0]\n",
       "}\n",
       "}]\n",
       "},\n",
       "\"height\":500\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"nV7xLd\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val p1 = ggplot(durations.Movie.toMap()) { x=\"duration_num\" } + \n",
    "            geomHistogram(bins = 100, color=\"#e0f7fa\", fill=\"#00BCD4\") { y=\"..density..\" } +\n",
    "            geomDensity(alpha=1, size =1, color = \"#d41900\") + xlab(\"minutes\") +\n",
    "            ggtitle(\"Distribution of movies duration in minutes\")\n",
    "\n",
    "val p2 = ggplot(durations.`TV Show`.toMap()) { x = \"duration_num\" } + statCount(fill = \"#00BCD4\") + xlab(\"seasons\") + \n",
    "            ggtitle(\"Number of seasons of tv show\")\n",
    "\n",
    "GGBunch()\n",
    "    .addPlot(p1, 0, 0, 1000, 500)\n",
    "    .addPlot(p2, 0, 500, 1000, 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And according to tradition, the top longest movies and TV shows."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ***Top 5 movies with highest duration***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410223\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 6</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Black Mirror: Bandersnatch\",\"The School of Mischief\",\"No Longer kids\",\"Lock Your Girls In\",\"Raya and Sakina\"] }, \n",
       "{ name: \"<span title=\\\"country: String?\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"Egypt\",\"Egypt\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"null\\\">null</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2018-12-28\",\"2020-05-21\",\"2020-05-21\",\"2020-05-21\",\"2020-05-21\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2018</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1973</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1979</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1982</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1984</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration_num: Int\\\">duration_num</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">312</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">253</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">237</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">233</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">230</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration_scale: String\\\">duration_scale</span>\", children: [], rightAlign: false, values: [\"min\",\"min\",\"min\",\"min\",\"min\"] }, \n",
       "], id: 1023410223, rootId: 1023410223, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410223) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dur.xs(\"Movie\") { type }\n",
    "    .sortByDesc { duration.duration_num }.head()\n",
    "    .select { title and country and date_added and release_year and duration.all() }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* ***Top 5 TV shows with most seasons***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                \n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_1023410224\"></table>\n",
       "\n",
       "<p>DataFrame: rowsCount = 5, columnsCount = 6</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"title: String\\\">title</span>\", children: [], rightAlign: false, values: [\"Grey&#39;s Anatomy\",\"NCIS\",\"Supernatural\",\"COMEDIANS of the world\",\"Criminal Minds\"] }, \n",
       "{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"United States\",\"United States\",\"United States, Canada\",\"United States\",\"United States, Canada\"] }, \n",
       "{ name: \"<span title=\\\"date_added: kotlinx.datetime.LocalDate\\\">date_added</span>\", children: [], rightAlign: false, values: [\"2020-05-09\",\"2018-07-01\",\"2020-06-05\",\"2019-01-01\",\"2017-06-30\"] }, \n",
       "{ name: \"<span title=\\\"release_year: Int\\\">release_year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2019</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2017</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration_num: Int\\\">duration_num</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">16</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">15</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">15</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">13</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">12</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"duration_scale: String\\\">duration_scale</span>\", children: [], rightAlign: false, values: [\"Season\",\"Season\",\"Season\",\"Season\",\"Season\"] }, \n",
       "], id: 1023410224, rootId: 1023410224, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410224) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dur.xs(\"TV Show\") { type }\n",
    "    .sortByDesc { duration.duration_num }.head()\n",
    "    .select { title and country and date_added and release_year and duration.all() }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And in the top content producing countries, how long are movies and TV shows?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "<p>DataRow: index = 0, columnsCount = 2</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"Movie: DataFrame\\\">Movie</span>\", children: [], rightAlign: false, values: [{ frameId: 1023410226, value: \"<b>DataFrame 10 x 2</b>\" }] }, \n",
       "{ name: \"<span title=\\\"TV Show: DataFrame\\\">TV Show</span>\", children: [], rightAlign: false, values: [{ frameId: 1023410227, value: \"<b>DataFrame 10 x 2</b>\" }] }, \n",
       "], id: 1023410225, rootId: 1023410225, totalRows: 1 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"Mexico\",\"United States\",\"Egypt\",\"India\",\"United Kingdom\"] }, \n",
       "{ name: \"<span title=\\\"duration_num: Double\\\">duration_num</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">86.830769</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">89.393514</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">109.348315</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">127.414319</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">84.378238</span></span>\"] }, \n",
       "], id: 1023410226, rootId: 1023410225, totalRows: 10 } ) });\n",
       "/*-->*/\n",
       "\n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"country: String\\\">country</span>\", children: [], rightAlign: false, values: [\"Mexico\",\"Japan\",\"United States\",\"South Korea\",\"United Kingdom\"] }, \n",
       "{ name: \"<span title=\\\"duration_num: Double\\\">duration_num</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.285714</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.570513</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2.276109</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.163265</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.847291</span></span>\"] }, \n",
       "], id: 1023410227, rootId: 1023410225, totalRows: 10 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(1023410225) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val list_top_countries = df_country.country.take(10).toSet()\n",
    "\n",
    "val df_cntr = df_dur\n",
    "    .filter { country in list_top_countries }\n",
    "    .pivot { type }.aggregate { \n",
    "        groupBy{ country }.mean { duration.duration_num }\n",
    "    }\n",
    "df_cntr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "val p1 = ggplot(df_cntr.Movie.toMap()) +\n",
    "        geomHistogram(\n",
    "            stat = Stat.identity, boundary = 1.0, color = 0xE0F7FA, showLegend = false\n",
    "        ) { \n",
    "            x = \"country\";\n",
    "            y = \"duration_num\";\n",
    "            fill = \"duration_num\";\n",
    "        } +\n",
    "        scaleFillGradient(low = \"#ECEFF1\", high = \"#263238\") +\n",
    "        ylab(\"Minute\") +\n",
    "        xlab(\"Name\") +\n",
    "        ggtitle(\"Top 30 cast on Movies\")\n",
    "        \n",
    "val p2 = ggplot(df_cntr.`TV Show`.toMap()) +\n",
    "        geomHistogram(\n",
    "            stat = Stat.identity, boundary = 1.0, color = 0xE0F7FA, showLegend = false\n",
    "        ) { \n",
    "            x = \"country\";\n",
    "            y = \"duration_num\";\n",
    "            fill = \"duration_num\"\n",
    "        } +\n",
    "        scaleFillGradient(low = \"#E0F7FA\", high = \"#006064\") +\n",
    "        ylab(\"Season\") +\n",
    "        xlab(\"Name\") +\n",
    "        ggtitle(\"Top 30 cast on TV Shows\")\n",
    "\n",
    "GGBunch()\n",
    "    .addPlot(p1, 0, 0, 900, 550)\n",
    "    .addPlot(p2, 0, 550, 900, 550)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ratings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's take a look at the rating column.\n",
    "Here we will find out what is the most commonly assigned rating for films and shows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "val dfInstants = df.convert { date_added }\n",
    "            .with { it.atStartOfDayIn(TimeZone.UTC) }  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "}\n",
       "}],\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"column\":\"date_added\",\n",
       "\"type\":\"datetime\"\n",
       "}]\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"1YNR8b\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
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       "   </script>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(dfInstants.toMap()) +\n",
    "        geomHistogram(boundary = 1.0, color = 0xE0F7FA, showLegend = false) { x = \"rating\"; fill=\"rating\" } +\n",
    "        scaleFillHue() +\n",
    "        xlab(\"Rating\") +\n",
    "        ggtitle(\"Rating of Titles\") +\n",
    "        ggsize(950, 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "   <div id=\"Dyc1ES\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "\"values\":[\"#607D8B\",\"#00BCD4\"]\n",
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       "\"stat\":\"count\",\n",
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       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "\"..count..\":[1016.0,656.0,299.0,175.0,83.0,162.0,4.0,2.0,1.0,1845.0,663.0,386.0,1272.0,505.0,79.0,111.0,117.0,247.0,39.0,95.0,3.0,5.0,5.0],\n",
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       "\"type\":[\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"TV Show\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\",\"Movie\"]\n",
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       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"column\":\"date_added\",\n",
       "\"type\":\"datetime\"\n",
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       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"Dyc1ES\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(dfInstants.toMap()) + \n",
    "    geomBar(position=Pos.dodge) {x=\"rating\"; fill=\"type\"} + \n",
    "    scaleFillManual(listOf(\"#607D8B\", \"#00BCD4\")) +\n",
    "    xlab(\"Rating\") +\n",
    "    ggtitle(\"Rating of Titles\") +\n",
    "    ggsize(950, 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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